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Unreal Engine 5.5 - It Gets More Incredible!

zzPxWXEZZcc | 15 Nov 2024

Unreal Engine 5.5 - It Gets More Incredible!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 Unreal Engine 5.5 is available here: https://www.unrealengine.com/en-US/blog/unreal-engine-5-5-is-now-available 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky,, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

Crazy AI Learned Minecraft - Try It Out For Free!

L1RMd96eHgo | 08 Nov 2024

Crazy AI Learned Minecraft - Try It Out For Free!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers Oasis: A Universe in a Transformer - try it out now: https://oasis.decart.ai/welcome More info: https://oasis-model.github.io/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky,, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

ChatGPT Takes On Google Search…With A Twist!

In2DISyMTnM | 05 Nov 2024

ChatGPT Takes On Google Search…With A Twist!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper is available here: https://openai.com/index/introducing-simpleqa/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky,, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #openai

NVIDIA’s New Ray Tracing Tech Should Be Impossible!

UwL-4LOhxx8 | 31 Oct 2024

NVIDIA’s New Ray Tracing Tech Should Be Impossible!

❤️ Try Macro for free and supercharge your learning: https://macro.com/papers 📝 The paper "3D Gaussian Ray Tracing: Fast Tracing of Particle Scenes" is available here: https://gaussiantracer.github.io/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky,, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #nvidia

OpenAI’s New AI Model: 50x Faster!

q71d1Fed_os | 25 Oct 2024

OpenAI’s New AI Model: 50x Faster!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper is available here: https://openai.com/index/simplifying-stabilizing-and-scaling-continuous-time-consistency-models/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky,, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

Why Video Games May Be The Future of AI!

iBuTs1qg2lQ | 23 Oct 2024

Why Video Games May Be The Future of AI!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝Apple reasoning paper: https://arxiv.org/pdf/2410.05229 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky,, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

New AI Can Barely Move…And Somehow Learns To Walk!

COSpqsDjiiw | 19 Oct 2024

New AI Can Barely Move…And Somehow Learns To Walk!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers Guide on how I use Lambda to make images: https://docs.lambdalabs.com/on-demand-cloud/how-to-serve-the-flux.1-prompt-to-image-models-using-lambda-cloud-on-demand-instances 📝 The paper "Interactive Character Control with Auto-Regressive Motion Diffusion Models" is available here: https://xbpeng.github.io/projects/AMDM/index.html https://yi-shi94.github.io/amdm_page/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky,, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #nvidia

The Balls Drop…And Things Go Really Wrong!

JmTTY5s8H7A | 15 Oct 2024

The Balls Drop…And Things Go Really Wrong!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papersllm 📝 The paper is available here: https://visualcomputing.ist.ac.at/publications/2024/PDNSF/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky,, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

Epic AI Challenge...In A Virtual World! 🤖

FbyycbrwM2M | 10 Oct 2024

Epic AI Challenge...In A Virtual World! 🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The papers are available here: https://allenai.github.io/discoveryworld/ https://www.youtube.com/watch?v=hcBFhJKdAvk https://cg.informatik.uni-freiburg.de/publications/2023_CGF_monolithic_contact_friction.pdf 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky,, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #openai

Why The Future of AI Is Minecraft Worlds!

FyC5ZAMWDi4 | 08 Oct 2024

Why The Future of AI Is Minecraft Worlds!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "fVDB: A Deep-Learning Framework for Sparse, Large-Scale, and High-Performance Spatial Intelligence" is available here: https://research.nvidia.com/labs/prl/publication/williams2024fvdb/ https://developer.nvidia.com/fvdb https://blogs.nvidia.com/blog/fvdb-bigger-digital-models/ LLama 3.2: https://ai.meta.com/blog/llama-3-2-connect-2024-vision-edge-mobile-devices/ Gaussian Haircut paper: https://eth-ait.github.io/GaussianHaircut/ NVLM vision model: https://research.nvidia.com/labs/adlr/NVLM-1/ https://huggingface.co/nvidia/NVLM-D-72B 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky,, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #nvidia

Unreal Engine 5.5 Is Here - Mega Greatness!

Yg0tVLnzr0A | 03 Oct 2024

Unreal Engine 5.5 Is Here - Mega Greatness!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers Unreal Engine + 5.5 preview: https://www.unrealengine.com/en-US https://forums.unrealengine.com/t/unreal-engine-5-5-preview/2048423 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky,, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

OpenAI’s New ChatGPT Goes On Steroids!

Mmi8Eb_81Wc | 01 Oct 2024

OpenAI’s New ChatGPT Goes On Steroids!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers NotebookLM: https://notebooklm.google/ Our paper on ray tracing: https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ Give it a face: https://x.com/HalimAlrasihi/status/1840052149012570283 It sings with you: https://youtu.be/t_wE2uqBeMc?si=8AzW04uClbFewS5n AlphaChip: https://deepmind.google/discover/blog/how-alphachip-transformed-computer-chip-design/ Open NotebookLM: https://huggingface.co/spaces/gabrielchua/open-notebooklm Other sousrces: https://x.com/emollick/status/1840225474905084079?s=46 https://x.com/OpenAI/status/1838642444365369814 and more https://x.com/ai_for_success/status/1840079574048133350?s=46 https://x.com/deedydas/status/1839814020779388973?s=46 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky,, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #openai #chatgpt #notebooklm

NVIDIA’s New AI: The King Is Here!

Gt1yNJ180Cs | 28 Sep 2024

NVIDIA’s New AI: The King Is Here!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The papers are available here: https://research.nvidia.com/labs/par/maskedmimic/ https://3dtopia.github.io/3DTopia-XL/ https://kovenyu.com/wonderworld/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky,, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #nvidia

OpenAI’s New ChatGPT: 7 Incredible Capabilities!

QDfE0HwDBo8 | 25 Sep 2024

OpenAI’s New ChatGPT: 7 Incredible Capabilities!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper Play the Tron game: https://agpallav.com/tron.html Sources: https://www.youtube.com/watch?v=M9YOO7N5jF8 https://x.com/ammaar/status/1834312398016074083 https://x.com/MatthewBerman/status/1834295485773054312 https://x.com/slow_developer/status/1835685158248219106 https://x.com/mehran__jalali/status/1834299971828679079 https://x.com/MattVidPro/status/1836144228084117520 https://x.com/pallavmac/status/1836197280325488792 https://agpallav.com/tron.html 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky,, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

NVIDIA’s Tech: Impossible Water Simulation!

TixUHjIVovE | 21 Sep 2024

NVIDIA’s Tech: Impossible Water Simulation!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper 📝 The papers are available here: https://research.nvidia.com/labs/prl/shallow-water-simulation/ https://cs.uwaterloo.ca/~c2batty/papers/Takahashi2024/Takahashi2024.pdf https://dl.acm.org/doi/abs/10.1145/3414685.3417859 https://cgl.ethz.ch/publications/papers/paperChen20a.php 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky,, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #nvidia

NVIDIA’s New AI Is Really Good At Moving Rabbits!

l4JCJEdbfzs | 17 Sep 2024

NVIDIA’s New AI Is Really Good At Moving Rabbits!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper 📝 The paper "DiffUHaul: A Training-Free Method for Object Dragging in Images" is available here: https://omriavrahami.com/diffuhaul/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #nvidia

OpenAI o1: ChatGPT Supercharged!

SBDbfCcCeHk | 13 Sep 2024

OpenAI o1: ChatGPT Supercharged!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper 📝OpenAI o1 preview: https://openai.com/index/introducing-openai-o1-preview/ https://openai.com/o1/ 📝 Link to our Material Synthesis paper: https://users.cg.tuwien.ac.at/zsolnai/gfx/photorealistic-material-editing/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #openai #o1

OpenAI Sora: Alternatives To Try Right Now!

uczjycmDyZk | 10 Sep 2024

OpenAI Sora: Alternatives To Try Right Now!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papersllm Alternatives: Luma Labs Dream Machine - https://lumalabs.ai/dream-machine Runway Gen3 - https://runwayml.com/product Two more: Kling AI - https://www.klingai.com/ MiniMax - https://minimax-ai.org/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

OpenAI’s ChatGPT Is Now Learning From Another AI!

m9fOgvg34Ww | 08 Sep 2024

OpenAI’s ChatGPT Is Now Learning From Another AI!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper 📝 The paper "Rule Based Rewards for Language Model Safety" is available here: https://openai.com/index/improving-model-safety-behavior-with-rule-based-rewards/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Juan Benet, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

DeepMind AlphaProteo AI: A Gift To Humanity! 🧬

lI3EoCjWC2E | 05 Sep 2024

DeepMind AlphaProteo AI: A Gift To Humanity! 🧬

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper 📝 The paper "De novo design of high-affinity protein binders with AlphaProteo" is available here: https://storage.googleapis.com/deepmind-media/DeepMind.com/Blog/alphaproteo-generates-novel-proteins-for-biology-and-health-research/Protein_Design_White_Paper_2024.pdf Blog post: https://deepmind.google/discover/blog/alphaproteo-generates-novel-proteins-for-biology-and-health-research/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #alphaproteo

NVIDIA’s Tech: Finally, Real Time Ray Tracing! (Episode 900 Special!)

mHyiZpxPXbg | 31 Aug 2024

NVIDIA’s Tech: Finally, Real Time Ray Tracing! (Episode 900 Special!)

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper Thank you so much for being with us for 900 videos now! I run up the stairs every day to talk about the Papers and I am super grateful that I can do this every day because of you Fellow Scholars! 🙏 📝 The paper "Interactive Indirect Illumination Using Voxel Cone Tracing" is available here: https://research.nvidia.com/sites/default/files/publications/GIVoxels-pg2011-authors.pdf https://developer.nvidia.com/vxgi Unofficial shadertoy implementation: https://www.shadertoy.com/view/WdlyWs 📝 Our showcased papers: Photorealistic material editing: https://users.cg.tuwien.ac.at/zsolnai/gfx/photorealistic-material-editing/ Neural/Gaussian Material Synthesis: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ Ray tracing paper with the glass spheres: https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ On simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #nvidia

Crazy New AI Learned To Rewrite Doom!

fG0FhCbp5W4 | 29 Aug 2024

Crazy New AI Learned To Rewrite Doom!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper 📝 The paper "Diffusion Models Are Real-Time Game Engines" is available here: https://gamengen.github.io/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

DeepMind’s New AI Looked At 100,000,000 Examples!

QJtNQNgGLdM | 26 Aug 2024

DeepMind’s New AI Looked At 100,000,000 Examples!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papersllm 📝 The results are available here: https://deepmind.google/discover/blog/ai-solves-imo-problems-at-silver-medal-level/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

OpenAI's ChatGPT Does Research… And Breaks Itself!

iC-wRBsAhEs | 24 Aug 2024

OpenAI's ChatGPT Does Research… And Breaks Itself!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper 📝 The AI scientist is available here: https://sakana.ai/ai-scientist/ Terence Tao Interview: https://www.scientificamerican.com/article/ai-will-become-mathematicians-co-pilot/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

New AI Makes The Mona Lisa Come Alive!

fD0P6UWSu8I | 21 Aug 2024

New AI Makes The Mona Lisa Come Alive!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper 📝 The paper "LivePortrait: Efficient Portrait Animation with Stitching and Retargeting Control" is available here: https://liveportrait.github.io/ Try it now! - https://github.com/camenduru/LivePortrait-jupyter 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

NVIDIA’s New AI: Game Changer!

nimVwisDAAg | 16 Aug 2024

NVIDIA’s New AI: Game Changer!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper 📝 The paper "XCube: Large-Scale 3D Generative Modeling using Sparse Voxel Hierarchies" is available here: https://research.nvidia.com/labs/toronto-ai/xcube/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #nvidia

OpenAI’s DALL-E 3-Like AI For Free, Forever!

-7crpGKEA2g | 05 Aug 2024

OpenAI’s DALL-E 3-Like AI For Free, Forever!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papersllm Flux is available here: https://blackforestlabs.ai/ Try it: 1. https://fal.ai/models/fal-ai/flux-pro 2. https://replicate.com/black-forest-labs/flux-pro Run it yourself at home: 1. https://www.reddit.com/r/StableDiffusion/comments/1eiowqp/quick_windows_instructions_for_using_flux_offline/ 2. https://github.com/black-forest-labs/flux Image credit: https://www.reddit.com/r/StableDiffusion/s/Cwlt0moTPB 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

OpenAI’s New AI: Being Smart Is Overrated!

qt-B2cg0pCM | 03 Aug 2024

OpenAI’s New AI: Being Smart Is Overrated!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papersllm 📝 The paper "Prover-Verifier Games improve legibility of LLM outputs" is available here: https://openai.com/index/prover-verifier-games-improve-legibility/ 📝My neural rendering / Material synthesis paper (Gaussian Material Synthesis): https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #openai #chatgpt

Wow, World-Class AI For Free, For Everyone!

gBXBRffpAew | 01 Aug 2024

Wow, World-Class AI For Free, For Everyone!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper 📝 The paper "The Llama 3 Herd of Models" is available here: https://ai.meta.com/blog/meta-llama-3-1/ https://ai.meta.com/research/publications/the-llama-3-herd-of-models/ Try it out: 1. https://www.meta.ai/ (I think US only) 2. https://huggingface.co/chat (This should work everywhere, make sure to choose the appropriate 405b model with the gear icon) 3. I think you can try it here too: https://poe.com/login If you find other places where it can be run for free, please let me know in the comments below, I'll try to update the list here with it! 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

NVIDIA’s AI Learned From 5,000 Human Moves!

6Nr0_lZScug | 26 Jul 2024

NVIDIA’s AI Learned From 5,000 Human Moves!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper 📝 The papers are available here: Consistory: Training-Free Consistent Text-to-Image Generation https://research.nvidia.com/labs/par/consistory/ SuperPADL: Scaling Language-Directed Physics-Based Control with Progressive Supervised Distillation https://research.nvidia.com/publication/2024-07_superpadl-scaling-language-directed-physics-based-control-progressive Simplicits: Mesh-Free, Geometry-Agnostic, Elastic Simulation https://research.nvidia.com/labs/toronto-ai/simplicits/ Walkin' Robin: Walk on Stars with Robin Boundary Conditions https://research.nvidia.com/labs/prl/publication/miller2024wost/ (more media here: https://blogs.nvidia.com/blog/siggraph-2024-ai-graphics-research/ ) A Free-Space Diffraction BSDF https://research.nvidia.com/labs/rtr/publication/steinberg2024diffraction/ Surface-Filling Curve Flows via Implicit Medial Axes https://www.dgp.toronto.edu/projects/surface-filling-curves/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #NVIDIA

Blender 4.2 Is Here - A Revolution…For Free!

BJMnMVbbRyg | 25 Jul 2024

Blender 4.2 Is Here - A Revolution…For Free!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papersllm 📝 Blender 4.2 and demo files are available here: https://www.blender.org/download/releases/4-2/ https://www.blender.org/download/demo-files/ 📝 Separable Subsurface Scattering paper: https://users.cg.tuwien.ac.at/zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

NVIDIA’s Crazy New AI Paints With Images!

_97pRR7gcfs | 19 Jul 2024

NVIDIA’s Crazy New AI Paints With Images!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper 📝 The paper "Diffusion Texture Painting" is available here: https://research.nvidia.com/labs/toronto-ai/DiffusionTexturePainting/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #nvidia

New AI: This Is A Gaming Revolution!

2zGhxnoKBWc | 15 Jul 2024

New AI: This Is A Gaming Revolution!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper 📝 The paper "Categorical Codebook Matching for Embodied Character Controllers" is available here: https://github.com/sebastianstarke/AI4Animation?tab=readme-ov-file#siggraph-2024categorical-codebook-matching-for-embodied-character-controllerssebastian-starkepaul-starkenicky-hetaku-komurayuting-yeacm-trans-graph-43-4-article-142 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

NVIDIA’s New Tech Runs A Virtual City!

HdT8G5S3IAc | 10 Jul 2024

NVIDIA’s New Tech Runs A Virtual City!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper 📝 The paper "NeRF-XL: Scaling NeRFs with Multiple GPUs" is available here: https://research.nvidia.com/labs/toronto-ai/nerfxl/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu #nvidia

DeepMind’s New AI Found The Sound Of Pixels!

YvHfCM0V5es | 07 Jul 2024

DeepMind’s New AI Found The Sound Of Pixels!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers If you are interested in a sponsorship: https://form.jotform.com/241831324457354 DeepMind's Veo: https://deepmind.google/discover/blog/generating-audio-for-video/ https://deepmind.google/technologies/veo/ Gen-3 text to video (note: the new gen-3 requires a subscription): https://runwayml.com/blog/introducing-gen-3-alpha/ https://runwayml.com/ai-tools/gen-3-alpha/ Video sources: https://x.com/umpherj/status/1803048403925958862 https://x.com/c_valenzuelab/status/1807101690887475621?s=46 https://x.com/nobanksnearby/status/1807141474888298618?s=46 https://x.com/jon_barron/status/1807180191313396120?s=46 https://x.com/c_valenzuelab/status/1807406645288243534 https://x.com/runwayml/status/1807822396415467686?s=46 https://x.com/azealter/status/1807842792397259103?s=46 https://x.com/ikewagh/status/1808144201994915850 https://x.com/blizaine/status/1807584743069790650?s=46 https://x.com/bennash/status/1808279922089058699 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers My research: https://cg.tuwien.ac.at/~zsolnai/ X/Twitter: https://twitter.com/twominutepapers Thumbnail design: Felícia Zsolnai-Fehér - http://felicia.hu

ChatGPT Just Learned To Fix Itself!

cw9jcjpufBI | 03 Jul 2024

ChatGPT Just Learned To Fix Itself!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper Our Patreon with early access to these videos: https://www.patreon.com/TwoMinutePapers 📝 The paper "LLM Critics Help Catch LLM Bugs" is available here: https://openai.com/index/finding-gpt4s-mistakes-with-gpt-4/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #ChatGPT

NVIDIA’s AI: Virtual Worlds, Now 10,000x Faster!

g5Vo2EiEFnA | 22 Jun 2024

NVIDIA’s AI: Virtual Worlds, Now 10,000x Faster!

❤️ Check out Microsoft Azure AI and try it out for free: https://azure.microsoft.com/en-us/solutions/ai 📝 The paper "Factory: Fast Contact for Robotic Assembly" is available here: https://sites.google.com/nvidia.com/factory/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

AI Like OpenAI’s Sora...But Free To Try!

0aUQEDv_6PY | 17 Jun 2024

AI Like OpenAI’s Sora...But Free To Try!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/paper Try it out: https://lumalabs.ai/dream-machine Full "This is fine" comic strip (you have been warned!): https://www.theverge.com/2016/5/5/11592622/this-is-fine-meme-comic Ben Nash extending the video: https://x.com/bennash/status/1801694774791180658 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

Apple Intelligence Is Here: What Can It Do?

K1yLT08DIOA | 11 Jun 2024

Apple Intelligence Is Here: What Can It Do?

❤️ Check out Microsoft Azure AI and try it out for free: https://azure.microsoft.com/en-us/solutions/ai Apple Intelligence: https://www.apple.com/apple-intelligence/ 📝 My earlier paper on brush stroke synthesis: https://users.cg.tuwien.ac.at/zsolnai/gfx/procedural-brush-synthesis-paper/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #apple

NVIDIA’s New Tech: Next Level Ray Tracing!

FniSuh9C_fk | 10 Jun 2024

NVIDIA’s New Tech: Next Level Ray Tracing!

❤️ Check out Microsoft Azure AI and try it out for free: https://azure.microsoft.com/en-us/solutions/ai 📝 The "Amortizing Samples in Physics-Based Inverse Rendering using ReSTIR" is available here: https://shuangz.com/projects/psdr-restir-sa23/ Andrew Price's Blender tutorials: https://www.youtube.com/watch?v=B0J27sf9N1Y&list=PLjEaoINr3zgEPv5y--4MKpciLaoQYZB1Z 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Loyal Alchemist, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #nvidia

These 3 AI Papers Save Human Lives!

F4ZFTRerMDI | 05 Jun 2024

These 3 AI Papers Save Human Lives!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers Flood forecasting: https://sites.research.google/floodforecasting/ Paper: https://www.nature.com/articles/s41586-024-07145-1 Weather forecasting: https://research.google/blog/generative-ai-to-quantify-uncertainty-in-weather-forecasting/ https://www.science.org/doi/10.1126/sciadv.adk4489 Sustainable flights: https://sites.research.google/contrails/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

OpenAI’s ChatGPT: This is Science Fiction!

ewLMYLCWvcI | 02 Jun 2024

OpenAI’s ChatGPT: This is Science Fiction!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 Papers: https://arxiv.org/abs/2405.02957 https://arxiv.org/html/2405.11804v1 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD MedQA dataset: https://aclanthology.org/2024.lrec-main.975.pdf Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #openai

NVIDIA’s New AI: 5,000x Faster Virtual Worlds!

wYRKOROxoK4 | 30 May 2024

NVIDIA’s New AI: 5,000x Faster Virtual Worlds!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "LATTE3D: Large-scale Amortized Text-To-Enhanced3D Synthesis " is available here: https://research.nvidia.com/labs/toronto-ai/LATTE3D/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #nvidia

NVIDIA Just Supercharged Ray Tracing!

_VJgl-Et7Bc | 26 May 2024

NVIDIA Just Supercharged Ray Tracing!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Area ReSTIR: Resampling for Real-Time Defocus and Antialiasing" is available here: https://graphics.cs.utah.edu/research/projects/area-restir/ https://github.com/guiqi134/Area-ReSTIR My free course on ray tracing / light transport: https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ Our earlier paper with the spheres scene that took 3 weeks: https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

50,000,000 Point Bouncy Jelly Simulation!

w_7fHVcHqkY | 22 May 2024

50,000,000 Point Bouncy Jelly Simulation!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 The paper "Vertex Block Descent" is available here: https://ankachan.github.io/Projects/VertexBlockDescent/index.html Notes from the authors: “The range you mentioned (100x to 1000x) is appropriate. However, please keep in mind that, as we noted in the paper, this figure is specific to the simulation settings we selected. For relatively tame experiments with less stretching and motion, and especially for highly stiff and high-resolution simulations that are much more expensive to simulate, we would expect Newton’s method to eventually overtake all alternatives beyond a certain level of convergence.” Fluid control: https://users.cg.tuwien.ac.at/zsolnai/gfx/fluid_control_msc_thesis/ https://users.cg.tuwien.ac.at/zsolnai/gfx/real_time_fluid_control_eg/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

Google I/O 2024: New AI That Looks Like Magic!

MEJo5YSOrnU | 17 May 2024

Google I/O 2024: New AI That Looks Like Magic!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers Try Gemini: https://aistudio.google.com/ When is everything coming out? https://www.ctol.digital/news/google-io-2024-grand-promises-sparse-deliveries-tech-tease/ Gemini watching OpenAI: https://twitter.com/mmmbchang/status/1790473581018939663 More: https://twitter.com/amoufarek/status/1791038897587122245 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

OpenAI’s GPT-4o: The Best AI Is Now Free!

V9KJ7nvhRWk | 14 May 2024

OpenAI’s GPT-4o: The Best AI Is Now Free!

❤️ Check out Microsoft Azure AI and try it out for free: https://azure.microsoft.com/en-us/solutions/ai Official link: https://openai.com/index/spring-update/ Try it out - if you don't see it on a free account, they may roll this out to you in the next few weeks: https://chatgpt.com/ Singing: https://openai.com/index/hello-gpt-4o/ (look for the "Two GPT-4os interacting and singing.") 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #GPT4o

These New Robots Do Previously Impossible Tasks!

86FCHBxqZZ8 | 12 May 2024

These New Robots Do Previously Impossible Tasks!

❤️ Check out Microsoft Azure AI and try it out for free: https://azure.microsoft.com/en-us/solutions/ai 📝 The paper "DrEureka: Language Model Guided Sim-To-Real Transfer" is available here: https://eureka-research.github.io/dr-eureka/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #nvidia

DeepMind AlphaFold 3 - This Will Change Everything!

Mz7Qp73lj9o | 08 May 2024

DeepMind AlphaFold 3 - This Will Change Everything!

📝 Check out AlphaFold 3 here: https://dpmd.ai/yt-tmp-alphafold3 📝 Or try it out through AlphaFold server for free: https://alphafoldserver.com/ This video was made in partnership with Google DeepMind. My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #AlphaFold3 #AlphaFold

Unreal Engine 5.4: Game Changer!

yP_yTgiaG3E | 05 May 2024

Unreal Engine 5.4: Game Changer!

❤️ Check out Microsoft Azure AI and try it out for free: https://azure.microsoft.com/en-us/solutions/ai 📝 More on Unreal Engine 5.4 is available here: https://www.unrealengine.com/en-US/blog/unreal-engine-5-4-is-now-available 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

Meta’s Llama3 AI: ChatGPT Intelligence… For Free!

8FFL86K4SfY | 03 May 2024

Meta’s Llama3 AI: ChatGPT Intelligence… For Free!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers Meta's Llama3 is available here (in select countries, Europe likely later): https://llama.meta.com/llama3/ https://ai.meta.com/blog/meta-llama-3/ Try it out (everyone): https://huggingface.co/chat/ Try Gemini 1.5 Pro (in select countries, Europe likely later): https://aistudio.google.com/ Note - this is not 1.5 Pro yet as of the making of this video: https://gemini.google.com/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

DeepMind’s New Robots: An AI Revolution!

ET-MmoeSvXk | 29 Apr 2024

DeepMind’s New Robots: An AI Revolution!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Learning agile soccer skills for a bipedal robot with deep reinforcement learning" is available here: https://sites.google.com/view/op3-soccer https://www.science.org/doi/10.1126/scirobotics.adi8022 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

GPT-4 Just Got Supercharged!

jWlc8e4gzyA | 17 Apr 2024

GPT-4 Just Got Supercharged!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers ChatGPT: https://chat.openai.com/ Chatbot arena leaderboard: https://chat.lmsys.org/?leaderboard Video studying Devin: https://www.youtube.com/watch?v=tNmgmwEtoWE Try this instead! https://github.com/princeton-nlp/SWE-agent Tldraw app: https://www.tldraw.com/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

NVIDIA’s AI Puts You In a Video Game 75,000x Faster!

CyIqd_HR6rY | 14 Apr 2024

NVIDIA’s AI Puts You In a Video Game 75,000x Faster!

❤️ Check out Microsoft Azure AI and try it out for free: https://azure.microsoft.com/en-us/solutions/ai 📝 The paper "Live 3D Portrait: Real-Time Radiance Fields for Single-Image Portrait View Synthesis " is available here: https://research.nvidia.com/labs/nxp/lp3d/ Fully Connected conference: https://wandb.ai/site/resources/events/fully-connected MKBHD, iJustine ,Brian Tong persona source: https://www.youtube.com/watch?v=dtp6b76pMak 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

DeepMind’s New AI Saw 15,000,000,000 Chess Boards!

uz83G-2ny8Q | 12 Apr 2024

DeepMind’s New AI Saw 15,000,000,000 Chess Boards!

❤️ Check out Microsoft Azure AI and try it out for free: https://azure.microsoft.com/en-us/solutions/ai 📝 The paper "Grandmaster-Level Chess Without Search" is available here: https://arxiv.org/abs/2402.04494 +1: https://www.anthropic.com/news/decomposing-language-models-into-understandable-components https://transformer-circuits.pub/2023/monosemantic-features/index.html 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

NVIDIA’s New Tech: Master of Illusions!

AW7WhX92eWk | 10 Apr 2024

NVIDIA’s New Tech: Master of Illusions!

❤️ Check out Microsoft Azure AI and try it out for free: https://azure.microsoft.com/en-us/solutions/ai 📝 The paper "ViCMA: Visual Control of Multibody Animations" is available here: https://research.nvidia.com/labs/prl/vicma/ 📝 The paper "Inverse-Foley Animation: Synchronizing rigid-body motions to sound" is available here: https://www.cs.cornell.edu/projects/Sound/ifa/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #nvidia

DeepMind’s New AI Remembers 10,000,000 Tokens!

Z_EliVUkuFA | 06 Apr 2024

DeepMind’s New AI Remembers 10,000,000 Tokens!

❤️ Check out Microsoft Azure AI and try it out for free: https://azure.microsoft.com/en-us/solutions/ai 📝 The paper "Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context" is available here: https://storage.googleapis.com/deepmind-media/gemini/gemini_v1_5_report.pdf 📝 The paper "Gemma: Open Models Based on Gemini Research and Technology" is available here: https://storage.googleapis.com/deepmind-media/gemma/gemma-report.pdf Try Gemma: https://huggingface.co/chat Sources: https://twitter.com/skirano/status/1760468624706351383 https://twitter.com/mckaywrigley/status/1761113846520131816 https://simonwillison.net/2024/Feb/21/gemini-pro-video/ https://twitter.com/harrysurden/status/1761459057641009354 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Gaston Ingaramo, Gordon Child, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #deepmind

Blender 4.1 - Create Virtual Worlds…For Free!

_2bzwNyIjkY | 04 Apr 2024

Blender 4.1 - Create Virtual Worlds…For Free!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers Get Blender: https://www.blender.org/ Demo files: https://www.blender.org/download/demo-files/ Blend Swap: https://www.blendswap.com/ Andrew Price's donut tutorial: https://www.youtube.com/watch?v=B0J27sf9N1Y&list=PLjEaoINr3zgEPv5y--4MKpciLaoQYZB1Z&index=2 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #blender

OpenAI Sora: Beauty And Horror!

1YEX4t79e0Q | 31 Mar 2024

OpenAI Sora: Beauty And Horror!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 My Master thesis on fluids, with source code: https://users.cg.tuwien.ac.at/zsolnai/gfx/fluid_control_msc_thesis/ 📝 Paper/poster on fluid control, with source code: https://users.cg.tuwien.ac.at/zsolnai/gfx/real_time_fluid_control_eg/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #openai #sora

OpenAI Sora Just Supercharged Filmmaking!

IS0xphCc5rI | 26 Mar 2024

OpenAI Sora Just Supercharged Filmmaking!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers The conference: https://wandb.ai/site/resources/events/fully-connected First impressions from creatives: https://openai.com/blog/sora-first-impressions 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #openai #sora

NVIDIA GTC: This Is The Future Of Everything!

Y9cwnHor8es | 24 Mar 2024

NVIDIA GTC: This Is The Future Of Everything!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #nvidia #gtc

DeepMind New AI Plays No Man's Sky!

5U_Q2Lmnq_c | 19 Mar 2024

DeepMind New AI Plays No Man's Sky!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "A generalist AI agent for 3D virtual environments" is available here: https://deepmind.google/discover/blog/sima-generalist-ai-agent-for-3d-virtual-environments/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #deepmind #sima

The First AI Software Engineer Is Here!

SdZiYRfGdKU | 13 Mar 2024

The First AI Software Engineer Is Here!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #devin

The First AI Virus Is Here!

4NZc0rH9gco | 12 Mar 2024

The First AI Virus Is Here!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 The paper "ComPromptMized: Unleashing Zero-click Worms that Target GenAI-Powered Applications" is available here: https://sites.google.com/view/compromptmized 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

Claude 3 AI: Smarter Than OpenAI's ChatGPT?

9b7bx423SWk | 07 Mar 2024

Claude 3 AI: Smarter Than OpenAI's ChatGPT?

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 Claude 3 is available here - try it out for free (note that we are not affiliated with them): https://www.anthropic.com/news/claude-3-family Conference I am coming to: https://wandb.ai/site/resources/events/fully-connected Experiments, evaluations: https://twitter.com/JiaweiLiu_/status/1764866009175920892 https://twitter.com/tolgabilge_/status/1764754012824314102 https://twitter.com/RubenHssd/status/1764692641436827842 Additional results (very nice so far!): https://huggingface.co/spaces/lmsys/chatbot-arena-leaderboard 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

Stable Diffusion 3 - An Amazing AI For Free!

GiyGW1tCMOA | 05 Mar 2024

Stable Diffusion 3 - An Amazing AI For Free!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 The paper "Scaling Rectified Flow Transformers for High-Resolution Image Synthesis" is available here: https://stability.ai/news/stable-diffusion-3-research-paper Waitlist: https://stability.ai/stablediffusion3 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

DeepMind’s New AI Makes Games From Scratch!

-ZSVkjukC1U | 29 Feb 2024

DeepMind’s New AI Makes Games From Scratch!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Genie: Generative Interactive Environments" is available here: https://sites.google.com/view/genie-2024/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #deepmind #genie

Stable Diffusion 3 - Creative AI For Everyone!

PddEGvUFZDQ | 26 Feb 2024

Stable Diffusion 3 - Creative AI For Everyone!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

OpenAI Sora: A Closer Look!

8RbP4GlTM3o | 24 Feb 2024

OpenAI Sora: A Closer Look!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 Sora: https://openai.com/research/video-generation-models-as-world-simulators 📝 My paper on latent space material synthesis is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ 📝 The other material synthesis paper is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/photorealistic-material-editing/ 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #openai #sora

DeepMind Gemini 1.5 - An AI That Remembers!

oJVwmxTOLd8 | 21 Feb 2024

DeepMind Gemini 1.5 - An AI That Remembers!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context" is available here: https://blog.google/technology/ai/google-gemini-next-generation-model-february-2024/ https://storage.googleapis.com/deepmind-media/gemini/gemini_v1_5_report.pdf 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #deepmind #geminiai

Stable Video AI Just Got Supercharged! - For Free!

2hfPVBDMB-o | 18 Feb 2024

Stable Video AI Just Got Supercharged! - For Free!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "MotionCtrl: A Unified and Flexible Motion Controller for Video Generation" is available here: https://wzhouxiff.github.io/projects/MotionCtrl/ Try it out: https://huggingface.co/spaces/TencentARC/MotionCtrl_SVD https://huggingface.co/spaces/TencentARC/MotionCtrl_SVD?docker=true It is also open source - run it locally: https://github.com/TencentARC/MotionCtrl 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

OpenAI Sora: The Age Of AI Is Here!

nbPbK1xYSNY | 16 Feb 2024

OpenAI Sora: The Age Of AI Is Here!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers OpenAI Sora: https://openai.com/sora 📝 My paper with the latent space material synthesis: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #openai #sora

DeepMind’s New AI Beats Billion Dollar Systems - For Free!

BufUW7h9TB8 | 15 Feb 2024

DeepMind’s New AI Beats Billion Dollar Systems - For Free!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "GraphCast: Learning skillful medium-range global weather forecasting" is available here: https://arxiv.org/abs/2212.12794 Code + models: https://github.com/google-deepmind/graphcast Predictions out there in the wild: https://charts.ecmwf.int/products/graphcast_medium-mslp-wind850?base_time=202402060000&projection=opencharts_europe&valid_time=202402060600 WMO: https://www.flickr.com/photos/worldmeteorologicalorganization/52945643786 https://www.flickr.com/photos/worldmeteorologicalorganization/52917024995 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #deepmind

Enhance! AI Super Resolution Is Here!

POJ1w8H8OjY | 13 Feb 2024

Enhance! AI Super Resolution Is Here!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 The paper "Scaling Up to Excellence: Practicing Model Scaling for Photo-Realistic Image Restoration In the Wild" is available here: https://supir.xpixel.group/ 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

Google’s Bard Is Now Gemini - What’s New?

6_WorScanR8 | 09 Feb 2024

Google’s Bard Is Now Gemini - What’s New?

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers You can try #Gemini here: https://gemini.google.com/app Their blog post: https://blog.google/products/gemini/bard-gemini-advanced-app/ Sources: https://x.com/mishaalrahman/status/1755585061087252803?s=46 https://twitter.com/shameer_majeed/status/1755886144104128689 https://twitter.com/busyness_on_/status/1755883437159063686/photo/1 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

Google’s New AI Watched 30,000,000 Videos!

_RSoTpAeiMM | 08 Feb 2024

Google’s New AI Watched 30,000,000 Videos!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "LUMIERE: A Space-Time Diffusion Model for Video Generation" is available here: https://lumiere-video.github.io/ 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

NVIDIA’s New Gaming AI Does The Impossible!

Fv4q4UWyLMQ | 04 Feb 2024

NVIDIA’s New Gaming AI Does The Impossible!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 The paper "Learning Physically Simulated Tennis Skills from Broadcast Videos " is available here: https://research.nvidia.com/labs/toronto-ai/vid2player3d/ Code: https://github.com/nv-tlabs/vid2player3d 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #nvidia

Google’s New AI Just Made A Movie!

zCNrB4wNJUU | 31 Jan 2024

Google’s New AI Just Made A Movie!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "VideoPoet: A large language model for zero-shot video generation" is available here: https://sites.research.google/videopoet/ 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

NVIDIA’s New AI: 50x Smaller Virtual Worlds!

klmLiZH_gbo | 27 Jan 2024

NVIDIA’s New AI: 50x Smaller Virtual Worlds!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The papers are available here: https://research.nvidia.com/labs/toronto-ai/compact-ngp/ https://image-sculpting.github.io/ https://github.com/ProjectNUWA/DragNUWA https://people.eecs.berkeley.edu/~evonne_ng/projects/audio2photoreal/ 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #nvidia

DeepMind’s AlphaGeometry AI: 100,000,000 Examples!

WKF0QgxmGKs | 24 Jan 2024

DeepMind’s AlphaGeometry AI: 100,000,000 Examples!

❤️ Check out Weights & Biases and take their great courses for free: https://wandb.me/papercourse 📝 The paper "#AlphaGeometry: An Olympiad-level AI system for geometry" is available here: https://deepmind.google/discover/blog/alphageometry-an-olympiad-level-ai-system-for-geometry/ Me on Twitter/X: https://twitter.com/twominutepapers 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

Simulating a Virtual World…For 500 Years!

IU0cJaUqVM8 | 21 Jan 2024

Simulating a Virtual World…For 500 Years!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Ecoclimates: Climate-Response Modeling of Vegetation" is available here:https://storage.googleapis.com/pirk.io/projects/ecoclimates/index.html 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

NVIDIA Is Supercharging AI Research!

qBfkccnyPys | 17 Jan 2024

NVIDIA Is Supercharging AI Research!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, Jie Yu, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #nvidia

ChatGPT: 4 Game-Changing Applications!

3pb_-oLfWJ4 | 14 Jan 2024

ChatGPT: 4 Game-Changing Applications!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 The paper "Look Before You Leap: Unveiling the Power of GPT-4V in Robotic Vision-Language Planning" is available here: https://robot-vila.github.io Making a video game: https://twitter.com/JD_2020/status/1740918345170374896 File system cleaning: https://x.com/danshipper/status/1735398395752198442?s=46 Integral joke explanation: https://twitter.com/AlecStapp/status/1728394482851127514 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, Jie Yu, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

60,000 Tree Roots In 3 Seconds!

bBIoWVXY1gM | 09 Jan 2024

60,000 Tree Roots In 3 Seconds!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 The paper "Rhizomorph: The Coordinated Function of Shoots and Roots" is available here: https://storage.googleapis.com/pirk.io/projects/rhizomorph/index.html 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, Jie Yu, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

New AI Makes Everybody Dance!

AnCsmHrMPy0 | 07 Jan 2024

New AI Makes Everybody Dance!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The papers are available here: https://dreamoving.github.io/dreamoving/ https://www.science.org/doi/10.1126/science.ade4401 https://www.biorxiv.org/content/10.1101/2022.09.01.504602v4 Super res: https://blogs.nvidia.com/blog/rtx-video-super-resolution-ai-obs-broadcast/ 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, Jie Yu, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

NVIDIA’s New Tech: Ray Tracing Supercharged!

V2_Xf24FpBU | 04 Jan 2024

NVIDIA’s New Tech: Ray Tracing Supercharged!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers The free light transport course is available here - let me know if you enjoyed it! https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ ReSTIR improvements: https://research.nvidia.com/labs/rtr/publication/kettunen2023conditional/ + Code: https://github.com/NVLabs/conditional-restir-prototype Displacement mapping improvements: https://research.adobe.com/publication/rmip/ Real-time: https://arxiv.org/abs/2301.11376 + Shadertoy implementation: https://www.shadertoy.com/view/dsGBzW Cloth rendering low memory paper: https://github.com/shinjiogaki/shinjiogaki.github.io/blob/master/Nonlinear%20Ray%20Tracing%20for%20Displacement%20and%20Shell%20Mapping.pdf Help developing LuxCoreRender! - https://forums.luxcorerender.org/viewtopic.php?t=5692 More on displacement mapping (not the first work on it, but a great report): https://d1wqtxts1xzle7.cloudfront.net/39721524/Displacement_Mapping_on_the_GPU_-_State_20151105-21684-19elzbs-libre.pdf 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, Jie Yu, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #nvidia

This Curious Robot Should Be Impossible!

Nnpm-rJfFjQ | 01 Jan 2024

This Curious Robot Should Be Impossible!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 The paper "Curiosity-Driven Learning of Joint Locomotion and Manipulation Tasks" is available here: https://openreview.net/pdf?id=QG_ERxtDAP- 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, Jie Yu, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

Stable Diffusion AI: 100 Cats Per Second…For Free!

Iol2rb65aSk | 23 Dec 2023

Stable Diffusion AI: 100 Cats Per Second…For Free!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers SDXL paper: https://stability.ai/research/adversarial-diffusion-distillation Try SDXL Turbo online: https://clipdrop.co/stable-diffusion-turbo https://sdxlturbo.ai/ Run it locally: https://huggingface.co/stabilityai/sdxl-turbo Paper: https://stability.ai/research/adversarial-diffusion-distillation Emu Text to Image AI: Paper: https://ai.meta.com/research/publications/emu-enhancing-image-generation-models-using-photogenic-needles-in-a-haystack/ Try it (registration is needed): https://imagine.meta.com/ NVIDIA’s self-driving car paper: https://research.nvidia.com/labs/toronto-ai/trajeglish/ 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, Jie Yu, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

Here’s How ChatGPT is Changing The World!

EXC2MOyGhO8 | 21 Dec 2023

Here’s How ChatGPT is Changing The World!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers Robotic cow herd: http://www.usaco.org/index.php?page=viewproblem2&cpid=674 It remembers: https://x.com/SteveMoraco/status/1727370446788530236?s=20 Helps your doctor: https://www.microsoft.com/en-us/research/blog/gpt-4s-potential-in-shaping-the-future-of-radiology/ https://www.microsoft.com/en-us/research/publication/exploring-the-boundaries-of-gpt-4-in-radiology/ Claude 2.1: https://www.anthropic.com/index/claude-2-1 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, Jie Yu, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #chatgpt

NVIDIA’s New AI Is 20x Faster…But How?

UsyZR0-6Fb4 | 19 Dec 2023

NVIDIA’s New AI Is 20x Faster…But How?

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The papers are available here: https://research.nvidia.com/labs/toronto-ai/adaptive-shells/ https://fytalon.github.io/pienerf/ https://iliyan.com/publications/DiscontinuityAwareNeuralFields https://xpandora.github.io/PhysGaussian/ 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, Jie Yu, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #nvidia

NVIDIA’s New AI: Virtual Worlds From Nothing! + Gemini Update!

-LhxuyevVFg | 14 Dec 2023

NVIDIA’s New AI: Virtual Worlds From Nothing! + Gemini Update!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 The papers are available here: SceneScape: https://scenescape.github.io/ Image to 3D: https://mrtornado24.github.io/DreamCraft3D/ Dehaze: https://algolzw.github.io/daclip-uir/ AI film festival: https://aiff.runwayml.com/ 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, Jie Yu, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #nvidia #gemini

New AI: 6,000,000,000 Steps In 24 Hours!

_AnovXOJOaw | 10 Dec 2023

New AI: 6,000,000,000 Steps In 24 Hours!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Physics-based Motion Retargeting from Sparse Inputs" is available here: https://www.cs.ubc.ca/~dreda/retargeting.html 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Balfanz, Alex Haro, B Shang, Benji Rabhan, Bret Brizzee, Gaston Ingaramo, Gordon Child, Jace O'Brien, Jie Yu, John Le, Kyle Davis, Lukas Biewald, Martin, Michael Albrecht, Michael Tedder, Owen Skarpness, Richard Putra Iskandar, Richard Sundvall, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

Gemini: ChatGPT-Like AI From Google DeepMind!

ex1GeX0IhJQ | 07 Dec 2023

Gemini: ChatGPT-Like AI From Google DeepMind!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers Try it out now! https://bard.google.com/ 📝 The paper "Gemini: A Family of Highly Capable Multimodal Models" is available here: https://storage.googleapis.com/deepmind-media/gemini/gemini_1_report.pdf 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 John Petrucci - Gemini: - Live: https://www.youtube.com/watch?v=6Dq34haNhTs&t=112s - Album version https://www.youtube.com/watch?v=sdV9s5-9V40 Listen to this too! https://www.youtube.com/watch?v=6EgdYWiwt14 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Putra Iskandar, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #gemini #alphacode

Text To Image AIs Just Got Supercharged!

7rvjZQy_RQs | 06 Dec 2023

Text To Image AIs Just Got Supercharged!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 The papers/works are available here: https://firefly.adobe.com https://rich-text-to-image.github.io/ https://mesh-aware-rf.github.io/ 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Putra Iskandar, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

Stable Video AI Watched 600,000,000 Videos!

XwDaQKOxgFY | 03 Dec 2023

Stable Video AI Watched 600,000,000 Videos!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers Stable Video Diffusion: https://stability.ai/news/stable-video-diffusion-open-ai-video-model Emu video: https://emu-video.metademolab.com/ Emu edit: https://emu-edit.metademolab.com/ Try them out: - https://huggingface.co/spaces/multimodalart/stable-video-diffusion - https://emu-video.metademolab.com/#/demo Run it locally: https://huggingface.co/stabilityai/stable-video-diffusion-img2vid-xt https://github.com/Stability-AI/generative-models Guide: https://www.reddit.com/r/StableDiffusion/comments/180smii/stabilityai_researcher_shares_tips_on_how_to_run/?share_id=FYZjk3--oID3JPJlI-RQE&utm_content=1&utm_medium=ios_app&utm_name=ioscss&utm_source=share&utm_term=1 Video credits: https://twitter.com/DiffusionPics/status/1727316123379704235 https://twitter.com/DiffusionPics/status/1726935847113806133 https://twitter.com/fofrAI/status/1727097718873440473 https://twitter.com/PurzBeats/status/1727155328482226458 https://twitter.com/multimodalart/status/1727161210812928385 https://twitter.com/thibaudz/status/1727078190521180269 https://twitter.com/sumith1896/status/1727046123742007455 https://twitter.com/c0nsumption_/status/1727114628021285356 https://x.com/purzbeats/status/1728871517424148750?s=46 https://twitter.com/maxescu/status/1727673742568952216 https://x.com/skirano/status/1728167226295927227?s=46 https://twitter.com/fofrAI/status/1727104190135369797 Chatbot arena leaderboard: https://huggingface.co/spaces/lmsys/chatbot-arena-leaderboard 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Putra Iskandar, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers

Blender 4.0 Is Here: A Revolution…For Free!

5_E5HNk3UN4 | 29 Nov 2023

Blender 4.0 Is Here: A Revolution…For Free!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers Get Blender 4.0 here: https://www.blender.org/download/releases/4-0/ Demo files: https://www.blender.org/download/demo-files/ Blend Swap: https://www.blendswap.com/ Andrew Price's donut tutorial: https://www.youtube.com/watch?v=B0J27sf9N1Y&list=PLjEaoINr3zgEPv5y--4MKpciLaoQYZB1Z 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Putra Iskandar, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #blender

10,000 Of These Train ChatGPT In 4 Minutes!

_3zbfgHmcJ4 | 24 Nov 2023

10,000 Of These Train ChatGPT In 4 Minutes!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers NVIDIA H200: https://www.nvidia.com/en-eu/data-center/h200/ The Bitter Lesson: https://www.incompleteideas.net/IncIdeas/BitterLesson.html Fellow Scholars! The ChatGPT and Stable Diffusion training times at 3:12 were recorded on a set of H100 GPUs. I made sure to not say that it was trained on one card, but I'd like to add a note here for clarity just to make sure. I apologize as I should have made this clearer. 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ Twitter: https://twitter.com/twominutepapers #nvidia

OpenAI’s CEO Sam Altman Is Fired…or Not?

HNBegd3FvYo | 19 Nov 2023

OpenAI’s CEO Sam Altman Is Fired…or Not?

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers Sources: Board decision: https://www.theverge.com/2023/11/17/23965982/openai-ceo-sam-altman-fired GPT-5: https://interestingengineering.com/culture/openai-working-on-gpt-5-ceo-altman Web crawlers: https://platform.openai.com/docs/gptbot Researchers resign: https://www.theverge.com/2023/11/18/23966708/three-high-level-openai-researchers-have-quit Microsoft: - https://techcrunch.com/2023/11/18/openais-board-is-no-match-for-investors-wrath/ - https://www.bloomberg.com/news/articles/2023-11-18/openai-board-being-pressed-by-some-investors-to-reinstate-altman Brockman resigns: https://twitter.com/gdb/status/1725667410387378559 Coming back maybe: - https://www.theverge.com/2023/11/18/23967199/breaking-openai-board-in-discussions-with-sam-altman-to-return-as-ceo - https://edition.cnn.com/2023/11/18/tech/openai-sam-altman-shakeup-what-happened/index.html Ownership: https://openai.com/our-structure Lyria music AI: - https://deepmind.google/discover/blog/transforming-the-future-of-music-creation/ - https://blog.youtube/inside-youtube/ai-and-music-experiment/ Watermarking: https://cloud.google.com/vertex-ai/docs/generative-ai/image/overview Synth ID: https://deepmind.google/technologies/synthid/ 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/

OpenAI's ChatGPT Now Learns 1000x Faster!

057OY3ZyFtc | 18 Nov 2023

OpenAI's ChatGPT Now Learns 1000x Faster!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Eureka: Human-Level Reward Design via Coding Large Language Models" is available here: https://eureka-research.github.io/ 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

AI Art: How is This Quality Even Possible?

LfjwO5RKkZg | 15 Nov 2023

AI Art: How is This Quality Even Possible?

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 Tweet sources: https://twitter.com/MichaelCarychao/status/1714854843641458899 https://twitter.com/creacas_ai/status/1714974883304644665 https://twitter.com/MrJeanPi_/status/1714877835494514796 https://twitter.com/MidjourLee/status/1714890293571461560 https://twitter.com/Art_Of_AI/status/1714848947704066096 https://twitter.com/byLouIA/status/1715415216429662438 https://twitter.com/juujuumama/status/1715177597233995887 https://www.reddit.com/r/Falcom/comments/xzn6bj/a_compilation_of_ai_upscaling_artifacts_from_zero/ AI artist:https://www.buzzfeednews.com/article/chrisstokelwalker/art-subreddit-illustrator-ai-art-controversy The Decoder: https://the-decoder.com/dall-e-3s-system-prompt-reveals-openais-rules-for-generative-image-ai/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/

ChatGPT Just Got Supercharged!

Vog9AuGaIA4 | 10 Nov 2023

ChatGPT Just Got Supercharged!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers Try ChatGPT here: https://chat.openai.com/ GPTs: https://openai.com/blog/introducing-gpts 📝 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ #openai #devday

OpenAI's ChatGPT: 7 Unexpected Results!

y0ls3lH3rYM | 08 Nov 2023

OpenAI's ChatGPT: 7 Unexpected Results!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 Our light transport paper is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ The free light transport course is available here - enjoy! https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 Sources: Metabolic pathways: Evans Love Dashboard code: https://twitter.com/mckaywrigley/status/1707047423863136687 + https://twitter.com/mckaywrigley/status/1707796170905661761 Code translation: https://twitter.com/mattshumer_/status/1707496208913051756 Metabolism: https://twitter.com/Teknium1/status/1707497701624140092 Chihuahua vs muffin: https://www.reddit.com/r/ChatGPT/comments/1771zux/computer_vision_has_been_solved_internally/ Instructions: https://www.reddit.com/r/ChatGPT/comments/176yx8s/fascinating_gpt4v_behaviour_do_read_the_image/ Optical illusion: https://twitter.com/fabianstelzer/status/1717131235644875024 Color picking: imagecolorpicker.com Math question: https://twitter.com/littmath/status/1708327552056500458 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers #openai Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/

Creating Virtual Worlds 20x Faster!

wKgMxrWcW1s | 05 Nov 2023

Creating Virtual Worlds 20x Faster!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 The paper "3D Gaussian Splatting for Real-Time Radiance Field Rendering" is available here: https://repo-sam.inria.fr/fungraph/3d-gaussian-splatting/ Luma Labs: https://twitter.com/nickfloats/status/1709323018852319522 In Unreal Engine: https://www.unrealengine.com/marketplace/en-US/product/3d-gaussians-plugin Text to 3D: https://gsgen3d.github.io/ + paper https://arxiv.org/abs/2309.16585 Dream Gaussian (image to 3D): https://dreamgaussian.github.io/ 25 photos: https://twitter.com/AlexandreDevaux/status/1707365670596284857 Animation: https://twitter.com/simesgreen/status/1710691657740341428 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New AI: Wow, 8x Better Text To 3D!

FEOAnDgCD5A | 03 Nov 2023

NVIDIA’s New AI: Wow, 8x Better Text To 3D!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 The paper "Magic3D: High-Resolution Text-to-3D Content Creation" is available here: https://research.nvidia.com/labs/dir/magic3d/ Will be available in Picasso: https://www.nvidia.com/en-us/gpu-cloud/picasso/ Get notified: https://developer.nvidia.com/picasso My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 BG3 cat footage: https://www.youtube.com/watch?v=qbCMkjob-oE 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

NVIDIA’s New AI: Gaming Supercharged!

KAukqp4AdaA | 29 Oct 2023

NVIDIA’s New AI: Gaming Supercharged!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 The paper "Random-Access Neural Compression of Material Textures" is available here: https://research.nvidia.com/labs/rtr/neural_texture_compression/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

DALL-E 3 Is Now Free For Everyone!

8xqMWXn3gDk | 25 Oct 2023

DALL-E 3 Is Now Free For Everyone!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers DALL-E 3 in Bing image creator: https://www.bing.com/images/create Or try it in Skype - for me, a contact named Bing appears in the user list and you can tell it to "make an image of (your prompt)" https://www.skype.com/en/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 Sources: Laughter: https://twitter.com/Randomized_AI/status/1709342476236902586/photo/1 Proverbs: https://www.engvid.com/english-resource/50-common-proverbs-sayings/ Sketch: https://www.reddit.com/r/ChatGPT/comments/16xc46l/so_i_was_messing_around_with_dalle_3_and_got_this/ Parrot: https://twitter.com/BjoPhoto777/status/1711705730598777264 Consistency: https://twitter.com/anukaakash/status/1710844686729114102 Consistency prompt: “create images of same four people in four different settings, create all images in same realistic photography style: a dad, mum and their two little boys, in park, in the car, in the beach, in the garden” Aging: https://twitter.com/anukaakash/status/1709399920493617614 Painting: https://twitter.com/MaxZiebell/status/1707930920819261910 Moon base: https://twitter.com/Rahat_RF1/status/1711622331632849394 Digital art: https://twitter.com/OrctonAI/status/1710688047350546857 Really good!: https://twitter.com/skirano/status/1707915863221817787 Character consistency guide: https://semicolon.dev/midjourney/how-to-make-consistent-characters 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New AI: 20% Faster Game Graphics!

hVKLouJhlcw | 22 Oct 2023

NVIDIA’s New AI: 20% Faster Game Graphics!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 The paper "Flexible Isosurface Extraction for Gradient-Based Mesh Optimization" is available here: https://research.nvidia.com/labs/toronto-ai/flexicubes/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

Google’s AI: This Should Be Impossible!

bD_HyxHMHPo | 19 Oct 2023

Google’s AI: This Should Be Impossible!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/papers 📝 The paper "RealFill - Reference-Driven Generation for Authentic Image Completion " is available here: https://realfill.github.io/ Unofficial implementation: https://github.com/thuanz123/realfill My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s AI Learned On 40,000,000,000 Materials!

ffarLQDQmC4 | 15 Oct 2023

NVIDIA’s AI Learned On 40,000,000,000 Materials!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Real-Time Neural Appearance Models" is available here: https://research.nvidia.com/labs/rtr/neural_appearance_models/ 📝 My PhD thesis "Photorealistic Material Learning and Synthesis" is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/photorealistic-material-learning-and-synthesis/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

Unreal Engine 5.3 - Next Level Tech Is Coming!

obPjNYm3xIA | 11 Oct 2023

Unreal Engine 5.3 - Next Level Tech Is Coming!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The announcement is available here: https://www.unrealengine.com/en-US/blog/unreal-engine-5-3-is-now-available My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google’s New AI Watched 2,500 Videos! But Why?

BWFEtLm0Zdc | 09 Oct 2023

Google’s New AI Watched 2,500 Videos! But Why?

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Generative Image Dynamics" is available here: https://generative-dynamics.github.io/ 📝 My brush synthesis paper "Procedural Generation of Hand-drawn like Line Art" is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/procedural-brush-synthesis-paper/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's research works: https://cg.tuwien.ac.at/~zsolnai/

OpenAI’s ChatGPT Makes A Game For $1!

Zlgkzjndpak | 05 Oct 2023

OpenAI’s ChatGPT Makes A Game For $1!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Communicative Agents for Software Development" is available here: https://arxiv.org/abs/2307.07924 https://github.com/OpenBMB/ChatDev My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #chatgpt

NVIDIA’s Neuralangelo AI: Gaming Anywhere on Earth!

bSHz0NexLBU | 02 Oct 2023

NVIDIA’s Neuralangelo AI: Gaming Anywhere on Earth!

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "Neuralangelo: High-Fidelity Neural Surface Reconstruction " and "Magicavatar: Multimodal Avatar Generation and Animation" are available here: https://research.nvidia.com/labs/dir/neuralangelo/ https://magic-avatar.github.io/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

OpenAI’s ChatGPT Has Been Supercharged!

k2bynqQ6el4 | 27 Sep 2023

OpenAI’s ChatGPT Has Been Supercharged!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/2mp 📝 The announcement is available here: https://openai.com/blog/chatgpt-can-now-see-hear-and-speak My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

New AI Listened To 20,000 Hours Of Music. What Did It Learn?

BRWquZdEigw | 25 Sep 2023

New AI Listened To 20,000 Hours Of Music. What Did It Learn?

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/2mp ❤️ Their mentioned post is available here: https://wandb.me/audiocraft_2mp 📝 The paper "MusicGen: Simple and Controllable Music Generation" is available here: https://ai.honu.io/papers/musicgen/ https://arxiv.org/abs/2306.05284 Try it out! https://huggingface.co/spaces/facebook/MusicGen My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI's DALL-E 3 - The King Is Back!

BAfOGBojiEU | 22 Sep 2023

OpenAI's DALL-E 3 - The King Is Back!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers The DALL-E 3 announcement is available here: https://openai.com/dall-e-3 Their video is available here (thanks for the Scholarly representation!): https://www.youtube.com/watch?v=sqQrN0iZBs0 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #openai #dalle3

NVIDIA’s DLSS 3.5: This Should Be Impossible!

hr85Lc_WT38 | 19 Sep 2023

NVIDIA’s DLSS 3.5: This Should Be Impossible!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.me/2mp 📝 My paper on neural rendering: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 Digital trends on DLSS 3: https://www.digitaltrends.com/computing/why-i-leave-dlss-3-off-in-games/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Chapters: 0:00 What is DLSS? 0:58 Neural rendering 1:50 DLSS enters the scene 2:39 Step 1: Super resolution 2:56 Step 2: Optical flow 3:41 Ray Reconstruction 5:02 Results 6:09 Who gets this? 6:59 Not perfect 7:36 First Law of Papers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

OpenAI’s ChatGPT Nails 150+ Difficult Tasks!

9o_hFlsfaBI | 15 Sep 2023

OpenAI’s ChatGPT Nails 150+ Difficult Tasks!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Reflexion: Language Agents with Verbal Reinforcement Learning" is available here: https://arxiv.org/abs/2303.11366 Video editing: https://twitter.com/goodside/status/1652540643212767234 Music taste: https://twitter.com/SHL0MS/status/1652842277788692480/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #chatgpt

AI Reads Minds of 29 Patients!

qcfC53c3tSc | 10 Sep 2023

AI Reads Minds of 29 Patients!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Music can be reconstructed from human auditory cortex activity using nonlinear decoding models" is available here: https://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.3002176 Listen: https://news.berkeley.edu/2023/08/15/releases-20230811 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Gaston Ingaramo, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Wow, NVIDIA’s Rendering, But 10X Faster!

TLK3TDDcJFU | 02 Sep 2023

Wow, NVIDIA’s Rendering, But 10X Faster!

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "3D Gaussian Splatting for Real-Time Radiance Field Rendering" is available here: https://repo-sam.inria.fr/fungraph/3d-gaussian-splatting/ Unofficial implementation: https://jatentaki.github.io/portfolio/gaussian-splatting/ Community showcase links: https://twitter.com/alexcarliera/status/1693755522636206494 https://www.linkedin.com/posts/divesh-naidoo-48809934_vfx-nerf-3d-activity-7099439156354781185-Dswa https://www.linkedin.com/posts/huguesbruyere_gaussiansplatting-3d-ml-activity-7098993947112300544-qjCi https://twitter.com/jonstephens85/status/1692281505526235373?t=v1hiWNMGBSUhcUDCkCihLg&s=19 https://twitter.com/8Infinite8/status/1694322101744738706 https://twitter.com/JonathonLuiten/status/1692346451668636100 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

1,000,000,000 Parameter Super Resolution AI!

UyoXmHS-KGc | 30 Aug 2023

1,000,000,000 Parameter Super Resolution AI!

❤️ Check out Weights & Biases and say hi in their community forum here: https://wandb.me/paperforum 📝 The paper "GigaGAN: Scaling up GANs for Text-to-Image Synthesis" is available here: https://mingukkang.github.io/GigaGAN/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind-Like Gaming AI: Incredible Driving Skills!

PAjlXQBGK8U | 27 Aug 2023

DeepMind-Like Gaming AI: Incredible Driving Skills!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "MAESTRO: Open-Ended Environment Design for Multi-Agent Reinforcement Learning" and "The Power Particle-In-Cell Method" are available here: https://sites.google.com/view/maestro-ued https://www.seas.upenn.edu/~ziyinq/static/files/power.pdf https://dl.acm.org/doi/abs/10.1145/3528223.3530066 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Thumbnail original prompt idea: LisaBaker Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

AI Mind Reading Experiment!

z-OBapDD340 | 23 Aug 2023

AI Mind Reading Experiment!

❤️ Check out Weights & Biases and take their great course for free: https://wandb.me/papercourse 📝 The mind video paper "Cinematic Mindscapes: High-quality Video Reconstruction from Brain Activity" is available here: https://mind-video.com/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

New AI Beats DeepMind’s AlphaGo Variants 97% Of The Time!

UTUnVEiO-TU | 21 Aug 2023

New AI Beats DeepMind’s AlphaGo Variants 97% Of The Time!

❤️ Check out Weights & Biases and say hi in their community forum here: https://wandb.me/paperforum 📝 The papers in this episode are available here: https://goattack.far.ai/ https://arxiv.org/abs/2211.00241 https://arxiv.org/abs/2307.03798 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA Omniverse: Virtual Worlds Come Alive!

LEYK1HqAnko | 18 Aug 2023

NVIDIA Omniverse: Virtual Worlds Come Alive!

❤️ Check out Weights & Biases and take their great course for free: https://wandb.me/papercourse 📝 My paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

NVIDIA’s New AI Is Gaming With Style!

_X6zIVPlJ6w | 14 Aug 2023

NVIDIA’s New AI Is Gaming With Style!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Synthesizing Physical Character-Scene Interactions" is available here: https://dl.acm.org/doi/abs/10.1145/3588432.3591525 https://research.nvidia.com/publication/2023-08_synthesizing-physical-character-scene-interactions My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

Stable Diffusion XL Is Here!

kkYaikeLJdc | 11 Aug 2023

Stable Diffusion XL Is Here!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers Try it here online: https://clipdrop.co/stable-diffusion How to run it: https://stable-diffusion-art.com/sdxl-model/ Run on all platforms: https://github.com/AUTOMATIC1111/stable-diffusion-webui Alternative, modular solution: https://github.com/comfyanonymous/ComfyUI Great Mac app: https://drawthings.ai/ Danielle Baskin: https://twitter.com/djbaskin/status/1514735924826963981 SDXL Doré drawings: https://www.reddit.com/r/StableDiffusion/comments/155bwgz/gustave_dor%C3%A9_drawings_sdxl/ Orcton: https://twitter.com/OrctonAI/status/1684344552654610434 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New AI Trained For 5,000,000,000 Steps!

nAMSfmHuMOQ | 08 Aug 2023

NVIDIA’s New AI Trained For 5,000,000,000 Steps!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "CALM: Conditional Adversarial Latent Models for Directable Virtual Characters" is available here: https://research.nvidia.com/labs/par/calm/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Microsoft’s AI Watched 100,000,000 Youtube Videos!

y1sxsye11xk | 05 Aug 2023

Microsoft’s AI Watched 100,000,000 Youtube Videos!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "CoDi: Any-to-Any Generation via Composable Diffusion" is available here: https://codi-gen.github.io/ 📝 The paper "Shortest Path to Boundary for Self-Intersecting Meshes" is available here: https://arxiv.org/abs/2305.09778 https://www.youtube.com/watch?v=qRBHY9ntwbU 📝 Sound synthesis paper: https://www.cs.cornell.edu/projects/Sound/mc/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA's New AI: Text To Image Supercharged!

k4k5RTNX-Js | 31 Jul 2023

NVIDIA's New AI: Text To Image Supercharged!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Key-Locked Rank One Editing for Text-to-Image Personalization" is available here: https://research.nvidia.com/labs/par/Perfusion/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Unreal Engine 5.2: Incredible Simulations!

KStJfpHsImE | 24 Jul 2023

Unreal Engine 5.2: Incredible Simulations!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Midjourney AI: Text To Image Supercharged!

jbe6t4GiljU | 17 Jul 2023

Midjourney AI: Text To Image Supercharged!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers Sources: https://twitter.com/camawjones/status/1673428460981583872 https://aituts.com/midjourney-prompt-weights/ https://twitter.com/antman_Ai/status/1676168501004738560 Camels original prompt: Momsuca Cyberpunk original prompt: artefaktik My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #midjourney

NVIDIA Did It: Ray Tracing 10,000 Times Faster!

AjkiBRNVeV8 | 14 Jul 2023

NVIDIA Did It: Ray Tracing 10,000 Times Faster!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The wave sim paper "A Generalized Ray Formulation For Wave-Optics Rendering " is available here: https://ssteinberg.xyz/2023/03/27/rtplt/ 📝 The glint paper "Real-Time Rendering of Glinty Appearances using Distributed Binomial Laws on Anisotropic Grids " is available here: https://ggx-research.github.io/publication/2023/06/09/publication-glints.html 📝 Christian's rendering paper "Sampling-Distribution-Based Evaluation for Monte Carlo Rendering" is available here: https://www.cg.tuwien.ac.at/research/publications/2023/freude-2023-sem/ https://repositum.tuwien.at/bitstream/20.500.12708/175763/1/Freude-2023-Sampling-Distribution-Based%20Evaluation%20for%20Monte%20Carlo%20Rendering-am.pdf My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 Credits: Beetles: https://uwm.edu/field-station/dogbane-leaf-beetle/ Epicrates_cenchria.jpg: https://www.flickr.com/photos/berniedup/14115578555/ Bornite: https://geologyscience.com/minerals/bornite/#jp-carousel-2432 Bornite: https://www.flickr.com/photos/jsjgeology/18131444000/ Bike: Shlomi Steinberg 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

Google’s New AI: Blurry Photos No More!

3Hs-tyr4FFA | 08 Jul 2023

Google’s New AI: Blurry Photos No More!

❤️ Check out the Gradient Dissent podcast by Weights & Biases: http://wandb.me/gd  📝 The paper "DC2: Dual-Camera Defocus Control by Learning to Refocus" is available here: https://defocus-control.github.io/ The paper I am 🙌📜-ing in the intro: https://users.cg.tuwien.ac.at/zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Stable Diffusion: 8 New Amazing Results!

DaLS4Baiqgk | 04 Jul 2023

Stable Diffusion: 8 New Amazing Results!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Diffusion Self-Guidance for Controllable Image Generation" is available here: https://arxiv.org/abs/2306.00986 Try it out! ControlNet - https://github.com/lllyasviel/ControlNet ControlNet guide - how install and use it: https://stable-diffusion-art.com/controlnet/ SD Webui: https://github.com/AUTOMATIC1111/stable-diffusion-webui ControlNet extension for SD Webui: https://github.com/Mikubill/sd-webui-controlnet Sources: https://www.reddit.com/r/StableDiffusion/comments/13jhaih/i_used_controlnet_tile_on_an_old_space_drawing_i/ https://www.reddit.com/r/StableDiffusion/comments/13tyl2c/1536x1536_60_fps_stable_diffusion_animation_made/ https://www.reddit.com/r/StableDiffusion/comments/13ty6hb/rock_stars_as_various_characters_in_the_1800s/ https://www.reddit.com/r/StableDiffusion/comments/13uerov/some_dnd_inspired_watercolor_style_portraits/ https://www.reddit.com/r/StableDiffusion/comments/13y11oo/google_creates_diffusion_selfguidance/ https://www.reddit.com/r/StableDiffusion/comments/13y9dtm/reconstructing_baby_faces_from_4d_ultrasound/ https://twitter.com/ben_ferns/status/1665907480600391682 https://twitter.com/ben_ferns/status/1665907480600391682 https://mp.weixin.qq.com/s/i4WR5ULH1ZZYl8Watf3EPw https://www.youtube.com/watch?v=1RvZWHtFXuY My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 Thumbnail background image: sutrik 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google’s New AI: Next-Level Virtual Worlds!

31oxj6mcsOM | 29 Jun 2023

Google’s New AI: Next-Level Virtual Worlds!

❤️ Check out Weights & Biases and say hi in their community forum here: https://wandb.me/paperforum 📝 The paper "Zip-NeRF: Anti-Aliased Grid-Based Neural Radiance Fields" is available here: https://jonbarron.info/zipnerf/ 📝 The paper "PhotoMat: A Material Generator Learned from Single Flash Photos " is available here: https://people.engr.tamu.edu/nimak/Papers/SIGGRAPH2023_PhotoMat/index.html My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind’s New AI: History In The Making!

n2qCry_o2Fs | 23 Jun 2023

DeepMind’s New AI: History In The Making!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Faster sorting algorithms discovered using deep reinforcement learning" is available here: https://www.deepmind.com/blog/alphadev-discovers-faster-sorting-algorithms My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #alphadev

NVIDIA’s New AI: Ray Tracing From 10,000 Images!

KFsfv-BL0N0 | 21 Jun 2023

NVIDIA’s New AI: Ray Tracing From 10,000 Images!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Joint Neural Denoising of Surfaces and Volumes" is available here: https://research.nvidia.com/publication/2023-03_joint-neural-denoising-surfaces-and-volumes Free ray tracing course: https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

NVIDIA’s New AI: Making Games Come Alive!

PncTPQJDUDs | 17 Jun 2023

NVIDIA’s New AI: Making Games Come Alive!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 Resources: https://research.nvidia.com/publication/2023-06_neuralangelo-high-fidelity-neural-surface-reconstruction https://arxiv.org/abs/2205.03943 https://brachiation-rl.github.io/brachiation/ https://github.com/brachiation-rl/brachiation https://dl.acm.org/doi/10.1145/3528233.3530728 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Photoshop’s New AI Feature Is Amazing!

Y119ZaHIPp0 | 13 Jun 2023

Photoshop’s New AI Feature Is Amazing!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers Generative fill is now available in the beta versions of Photoshop. Links and papers: https://vcai.mpi-inf.mpg.de/projects/DragGAN/ https://github.com/Zeqiang-Lai/DragGAN https://clipdrop.co/stable-diffusion-reimagine https://github.com/SHI-Labs/Prompt-Free-Diffusion https://www.reddit.com/r/midjourney/comments/13rxtmq/adobe_photoshops_beta_generative_fill_my_samples/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail image: https://www.reddit.com/r/midjourney/comments/13rxtmq/adobe_photoshops_beta_generative_fill_my_samples/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New AI Mastered Minecraft 15X Faster!

VKEA5cJluc0 | 09 Jun 2023

NVIDIA’s New AI Mastered Minecraft 15X Faster!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Voyager: An Open-Ended Embodied Agent with Large Language Models" is available here: https://voyager.minedojo.org/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia #minecraft

OpenAI's GPT-4: Eccentric Genius AI!

m2UzT_5beko | 03 Jun 2023

OpenAI's GPT-4: Eccentric Genius AI!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bret Brizzee, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #gpt4 #chatgpt

Unreal Engine 5: Next Level Games Are Coming!

dVgx3uJuHOE | 31 May 2023

Unreal Engine 5: Next Level Games Are Coming!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Get about $50 off from an upcoming W&B event in San Francisco! - https://shorturl.at/brtIQ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI's ChatGPT: The Future Of Teaching!

l-Hf8msz9bY | 28 May 2023

OpenAI's ChatGPT: The Future Of Teaching!

❤️ Check out the Gradient Dissent podcast by Weights & Biases: http://wandb.me/gd  ❤️ Get about $50 off from an upcoming W&B event in San Francisco! - https://shorturl.at/brtIQ Check out Khanmigo here: https://www.khanacademy.org/khan-labs My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #chatgpt

Google Bard: Is It Better Than ChatGPT?

t1yoA8hcnc0 | 25 May 2023

Google Bard: Is It Better Than ChatGPT?

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers Try Bard (note: not available in all countries yet): https://bard.google.com/ 📝 The paper "PaLM 2 Technical Report" is available here: https://arxiv.org/abs/2305.10403 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #chatgpt #bard

Stable Diffusion Got Supercharged - For Free!

1RvZWHtFXuY | 22 May 2023

Stable Diffusion Got Supercharged - For Free!

❤️ Check out Weights & Biases and say hi in their community forum here: https://wandb.me/paperforum 📝 The paper "Adding Conditional Control to Text-to-Image Diffusion Models" is available here: https://arxiv.org/abs/2302.05543 Try it out! ControlNet - https://github.com/lllyasviel/ControlNet ControlNet guide - how install and use it: https://stable-diffusion-art.com/controlnet/ Transform yourself (dance) - https://www.reddit.com/r/StableDiffusion/comments/12i9qr7/i_transform_real_person_dancing_to_animation/ Group photo (cartooning) - https://reddit.com/r/StableDiffusion/comments/12nd60i/turn_a_group_photo_into_a_digital_painting_with/ Decartooning - https://reddit.com/r/StableDiffusion/comments/1377c0l/decartooning_using_regional_prompter_controlnet/ W&B logo: https://twitter.com/weights_biases/status/1643261405771055105 Video as control signal: https://www.reddit.com/r/StableDiffusion/comments/12keizv/sdcnanimation_v04_update_is_out_separate_flow/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #stablediffusion

NVIDIA Is Simulating 100,000 Hair Strands!

eVjhOzY9KvY | 17 May 2023

NVIDIA Is Simulating 100,000 Hair Strands!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Interactive Hair Simulation on the GPU using ADMM" is available here: https://research.nvidia.com/publication/2023-08_interactive-hair-simulation-gpu-using-admm My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This New AI Is The Future of Videomaking!

muNkPjigQEE | 14 May 2023

This New AI Is The Future of Videomaking!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Structure and Content-Guided Video Synthesis with Diffusion Models" is available here: https://arxiv.org/abs/2302.03011 Try Runway: https://runwayml.com/ Full video made with runway: https://twitter.com/IXITimmyIXI/status/1649242592876412928 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind’s AI Athletes Play In The Real World!

efw8xuex4uI | 12 May 2023

DeepMind’s AI Athletes Play In The Real World!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Get more than $50 off from an upcoming W&B event in San Francisco! - https://www.fullyconnected.com?promo=2mp 📝 The paper "Learning Agile Soccer Skills for a Bipedal Robot with Deep Reinforcement Learning" is available here: https://sites.google.com/view/op3-soccer My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI’s GPT-4: A 70-Year Old Lesson!

5kBu7z7Ye7M | 09 May 2023

OpenAI’s GPT-4: A 70-Year Old Lesson!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Sparks of Artificial General Intelligence: Early experiments with GPT-4 is available here: https://arxiv.org/abs/2303.12712 More about GPT-4 here: https://openai.com/product/gpt-4 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #gpt4 #chatgpt

NVIDIA’s New Video AI: Game Changer!

3A3OuTdsPEk | 06 May 2023

NVIDIA’s New Video AI: Game Changer!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The #NVIDIA paper "Align your Latents: High-Resolution Video Synthesis with Latent Diffusion Models " is available here: https://research.nvidia.com/labs/toronto-ai/VideoLDM/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

AutoGPT: This Is ChatGPT Supercharged!

LqjVMy2qhRY | 30 Apr 2023

AutoGPT: This Is ChatGPT Supercharged!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers #AutoGPT is available here: GitHub: https://github.com/Significant-Gravitas/Auto-GPT Try it locally: https://github.com/Significant-Gravitas/Auto-GPT Try it on the web: https://huggingface.co/spaces/aliabid94/AutoGPT Sources: AirPods: https://twitter.com/sharifshameem/status/1405462642936799247 Create website: https://twitter.com/SullyOmarr/status/1644160222733406214 Do research: https://twitter.com/dzhng/status/1648056958996606978 Progress report: https://www.reddit.com/r/AutoGPT/comments/12ohmmo/comment/jgiyire/?utm_source=reddit&utm_medium=web2x&context=3 Code improvements: https://twitter.com/SigGravitas/status/1642181498278408193 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Stable Diffusion Is Getting Outrageously Good!

rzKVInXep5M | 27 Apr 2023

Stable Diffusion Is Getting Outrageously Good!

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers W&B+Stable Diffusion: https://wandb.ai/capecape/stable_diffusions/reports/Speed-Up-Stable-Diffusion-on-Your-M1Pro-Macbook-Pro--VmlldzoyNjY0ODYz 📝 The paper "High-Resolution Image Synthesis with Latent Diffusion Models" is available here: https://arxiv.org/abs/2112.10752 Try it: Web 1: https://huggingface.co/spaces/stabilityai/stable-diffusion Web 2: https://beta.dreamstudio.ai/generate Web 3 (also Stable Diffusion XL!): https://clipdrop.co/stable-diffusion Web 4 (notebooks): https://github.com/TheLastBen/fast-stable-diffusion Guide: https://stable-diffusion-art.com/know-these-important-parameters-for-stunning-ai-images/#Sampling_methods Draw Things app: https://drawthings.ai/ Stable Diffusion Web UI: https://github.com/AUTOMATIC1111/stable-diffusion-webui Photoshop integration: http://stable.art Sources: Video https://twitter.com/dreamwieber/status/1618453304970997762 Photorealistic image: https://twitter.com/DiffusionPics/status/1619444407937241089 Realistic vision: https://civitai.com/models/4201?modelVersionId=29461 Infinite zoom: https://twitter.com/hardmaru/status/1612134809924685825 Tiled texture: https://stackoverflow.com/questions/24319825/texture-tiling-with-continuous-random-offset Stable.art (Photoshop): https://github.com/isekaidev/stable.art Wand - drawing: https://twitter.com/wand_app/status/1604186054923210752 Texturing: https://twitter.com/CarsonKatri/status/1600248599254007810 + https://twitter.com/CarsonKatri/status/1603419328019169280 AR + assistant: https://twitter.com/StrangeNative/status/1569700294673702912 Metahumans: https://twitter.com/CoffeeVectors/status/1569416470332858372 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

25 ChatGPT AIs Play a Video Game!

NfGcWGaO1E4 | 23 Apr 2023

25 ChatGPT AIs Play a Video Game!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Generative Agents: Interactive Simulacra of Human Behavior" is available here: https://arxiv.org/abs/2304.03442 https://reverie.herokuapp.com/arXiv_Demo/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #chatgpt

Midjourney AI: How Is This Even Possible?

twKgWGmsBLY | 18 Apr 2023

Midjourney AI: How Is This Even Possible?

❤️ Check out Weights & Biases and say hi in their community forum here: https://wandb.me/paperforum Try Stable Diffusion: Web 1: https://huggingface.co/spaces/stabilityai/stable-diffusion Web 2: https://beta.dreamstudio.ai/generate Web 3 (also Stable Diffusion XL!): https://clipdrop.co/stable-diffusion Web 4 (notebooks): https://github.com/TheLastBen/fast-stable-diffusion Stable Diffusion Web UI (Windows/MacOS) https://github.com/AUTOMATIC1111/stable-diffusion-webui Guide for installation: https://github.com/cmdr2/stable-diffusion-ui Draw Things app (MacOS): https://drawthings.ai/ Simpler app (MacOS): https://huggingface.co/blog/fast-mac-diffusers Guide: https://stable-diffusion-art.com/know-these-important-parameters-for-stunning-ai-images/ Midjourney (requires subscription): https://www.midjourney.com/app/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 Prompts: Ocean element girl prompt: nicoleespinoza Video game concept prompt: Herkyms Humanoid android prompt: !D3v1L_ Dog prompt: throckwoddle Bedroom prompt: Falcon Sprite girl: nicoleespinoza Cat painting: Suspect Jesse Photo of Jinx (prompt): Brandi.Eduardo Man and woman photo: TheShadowman 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New AI: Better Games Are Coming!

bQE5CPxlBz0 | 15 Apr 2023

NVIDIA’s New AI: Better Games Are Coming!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

OpenAI's GPT-4: Next Level AI Assistant!

hX0OUFJs9nQ | 12 Apr 2023

OpenAI's GPT-4: Next Level AI Assistant!

❤️ Check out Anyscale and try it for free here: https://www.anyscale.com/papers 📝 The paper "#GPT-4 Technical Report" is available here: https://cdn.openai.com/papers/gpt-4.pdf More here: https://openai.com/product/gpt-4 App development: https://twitter.com/zaid/status/1637365395526131712 The most beautiful sentence: https://reddit.com/r/ChatGPT/comments/121t9b4/the_most_beautiful_sentence/ Doggy: https://twitter.com/peakcooper/status/1639716822680236032 Safe code: https://twitter.com/moyix/status/1642587410369265664/ Finds security holes: https://twitter.com/feross/status/1641548124366987264 App design: https://www.usegalileo.ai 📝 Paper with caustics: https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI's GPT-4: A Spark Of Intelligence!

wHiOKDlA8Ac | 09 Apr 2023

OpenAI's GPT-4: A Spark Of Intelligence!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Sparks of Artificial General Intelligence: Early experiments with #GPT4" is available here: https://arxiv.org/abs/2303.12712 More here: https://openai.com/product/gpt-4 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #chatgpt

OpenAI’s GPT-4 Just Got Supercharged!

Fjh1kwOzr7c | 07 Apr 2023

OpenAI’s GPT-4 Just Got Supercharged!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "GPT-4 Technical Report" is available here: https://cdn.openai.com/papers/gpt-4.pdf More here: https://openai.com/product/gpt-4 Try it out (note: the free version has the older GPT-3 as of now) https://chat.openai.com/chat My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Martin, Matthew Valle, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #gpt4 #chatgpt

DeepMind’s AlphaFold AI: Doing Years Of Research In Minutes!

1KQc6zHOmtU | 03 Apr 2023

DeepMind’s AlphaFold AI: Doing Years Of Research In Minutes!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Highly accurate protein structure prediction with #AlphaFold" is available here: https://www.nature.com/articles/s41586-021-03819-2 https://www.deepmind.com/blog/alphafold-a-solution-to-a-50-year-old-grand-challenge-in-biology The showcased projects: https://unfolded.deepmind.com/stories/accelerating-the-fight-against-plastic-pollution https://unfolded.deepmind.com/stories/unlocking-the-mystery-of-the-demon-duck-of-doom My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: Rita Clare, Montana State University. Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Midjourney AI: A League Above DALL-E 2!

mKbssV5hTLE | 30 Mar 2023

Midjourney AI: A League Above DALL-E 2!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers More about Midjourney: https://www.midjourney.com/ Icy manipulator: https://twitter.com/DonaldM38768041/status/1636832520296869896 Alien cocktails, robot sushi: https://twitter.com/DonaldM38768041/status/1622363496695615488/photo/4 People, holograms: https://twitter.com/bilawalsidhu/status/1636382452657848331 Interior design: https://twitter.com/nickfloats/status/1635116672054079488 Aging: https://twitter.com/nickfloats/status/1637438460297629697 Hands, fingers (previously): https://twitter.com/graycrawford/status/1521755209667555328 GPT-4 creating prompts: https://twitter.com/LinusEkenstam/status/1635270385137770496 Burger shots: https://twitter.com/LinusEkenstam/status/1635270398630830080/photo/1 and https://twitter.com/LinusEkenstam/status/1635270411054350336/photo/1 Hands and fingers: https://twitter.com/TheCartelDel/status/1636262759947210753/photo/2 Dragon’s eye macro: https://twitter.com/RyszardRiccardo/status/1636296638745509890/photo/1 Apple pie macro: https://twitter.com/AIATMYF/status/1636745162075381760/photo/1 Spider, frog macro: https://twitter.com/Sitegains/status/1639308852712685594 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI GPT-4 - See How Everyone Is Using It!

at9zPRcvPIw | 27 Mar 2023

OpenAI GPT-4 - See How Everyone Is Using It!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "GPT-4 Technical Report" is available here: https://cdn.openai.com/papers/gpt-4.pdf More here: https://openai.com/product/gpt-4 Try it out (note: the free version has the older GPT-3 as of now) https://chat.openai.com/chat My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photos/selfie-smartphone-cellphone-465563/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #openai #gpt4

OpenAI GPT-4 - The Future Is Here!

7VSWyghVZIg | 24 Mar 2023

OpenAI GPT-4 - The Future Is Here!

❤️ Check out Anyscale and try it for free here: https://www.anyscale.com/papers 📝 The paper "GPT-4 Technical Report" is available here: https://cdn.openai.com/papers/gpt-4.pdf More here: https://openai.com/product/gpt-4 Try it out (note: the free version has the older GPT-3 as of now) https://chat.openai.com/chat My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google’s New AI: DALL-E 2, But For Music!

EggmA0g71xA | 20 Mar 2023

Google’s New AI: DALL-E 2, But For Music!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "MusicLM: Generating Music From Text" is available here: https://google-research.github.io/seanet/musiclm/examples/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

AI Caricatures And Portrait Style Transfer Are Here!

8gnhA-zqD-o | 16 Mar 2023

AI Caricatures And Portrait Style Transfer Are Here!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Pastiche Master: Exemplar-Based High-Resolution Portrait Style Transfer" is available here: https://www.mmlab-ntu.com/project/dualstylegan/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA's New AI: Better AI Videos Are Here!

NMfqlscAU3M | 12 Mar 2023

NVIDIA's New AI: Better AI Videos Are Here!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Generating Long Videos of Dynamic Scenes" is available here: https://www.timothybrooks.com/tech/long-videos/ Source code, datasets and pretrained models: https://github.com/NVlabs/long-video-gan My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1127666/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #NVIDIA

What Did Einstein Really Look Like? New AI Takes A Guess!

pPCHSWCA4hg | 09 Mar 2023

What Did Einstein Really Look Like? New AI Takes A Guess!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Towards Robust Blind Face Restoration with Codebook Lookup TransFormer" is available here: https://shangchenzhou.com/projects/CodeFormer/ Try it now! https://replicate.com/sczhou/codeformer https://huggingface.co/spaces/sczhou/CodeFormer https://github.com/sczhou/CodeFormer Video results: https://www.youtube.com/watch?v=d3VDpkXlueI My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New AI: Wow, 30X Faster Than Stable Diffusion!

qnHbGXmGJCM | 06 Mar 2023

NVIDIA’s New AI: Wow, 30X Faster Than Stable Diffusion!

❤️ Check out Anyscale and try it for free here: https://www.anyscale.com/papers 📝 The paper "StyleGAN-T: Unlocking the Power of GANs for Fast Large-Scale Text-to-Image Synthesis" is available here: https://sites.google.com/view/stylegan-t/ 📝 My material synthesis paper is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

Google’s Video Editor AI: Absolute Magic!

G1dXEM_7lh8 | 02 Mar 2023

Google’s Video Editor AI: Absolute Magic!

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "Dreamix: Video Diffusion Models are General Video Editors" is available here: https://dreamix-video-editing.github.io/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

EA’s Gaming AI: Incredible Juggling Skills!

L5KOQkZOusE | 26 Feb 2023

EA’s Gaming AI: Incredible Juggling Skills!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Learning Soccer Juggling Skills with Layer-wise Mixture-of-Experts" is available here: https://www.cs.ubc.ca/~van/papers/2022-SIGGRAPH-juggle/index.html My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Microsoft: ChatGPT For Free - Join The Waitlist!

8wCK_PcAz6w | 23 Feb 2023

Microsoft: ChatGPT For Free - Join The Waitlist!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers Join the waitlist for the new Bing here: https://www.bing.com/new Or try ChatGPT here: https://openai.com/blog/chatgpt/ Our Separable Subsurface Scattering paper: https://users.cg.tuwien.ac.at/zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/ How to use ChatGPT in Bing: https://www.tomsguide.com/how-to/how-to-use-the-new-bing-with-chatgpt-and-what-you-can-do-with-it Prompt injection: https://arstechnica.com/information-technology/2023/02/ai-powered-bing-chat-spills-its-secrets-via-prompt-injection-attack/ Google’s Bard: https://blog.google/technology/ai/bard-google-ai-search-updates/ No cover letter: https://www.businessinsider.com/microsoft-bing-ai-chatgpt-refuse-job-cover-letter-application-interview-2023-2 100 million users: https://www.theguardian.com/technology/2023/feb/02/chatgpt-100-million-users-open-ai-fastest-growing-app My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-4821583/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #ChatGPT

DeepMind’s New AI: Insanely Good At Games!

A2hOWShiYoM | 20 Feb 2023

DeepMind’s New AI: Insanely Good At Games!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Human-Timescale Adaptation in an Open-Ended Task Space" is available here: https://sites.google.com/view/adaptive-agent/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI's ChatGPT: It Can Do What? 🤯

LVcxmmXNaj4 | 15 Feb 2023

OpenAI's ChatGPT: It Can Do What? 🤯

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers MBA exam (paper!): https://mackinstitute.wharton.upenn.edu/wp-content/uploads/2023/01/Christian-Terwiesch-Chat-GTP-1.24.pdf Check out ChatGPT here: https://openai.com/blog/chatgpt/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 Law school exam: https://techxplore.com/news/2023-01-chatgpt-bot-law-school-exam.html Google code interview: https://www.pcmag.com/news/chatgpt-passes-google-coding-interview-for-level-3-engineer-with-183k-salary Amazon code interview: https://www.businessinsider.com/chatgpt-amazon-job-interview-questions-answers-correctly-2023-1 Assistant: https://twitter.com/justLV/status/1621253007492141056 Summarizing terms and conditions: https://twitter.com/uttamg911/status/1618751144226099201/photo/1 Summarizing Youtube videos: https://chrome.google.com/webstore/detail/youtube-summary-with-chat/nmmicjeknamkfloonkhhcjmomieiodli Jesse Pinkman: https://twitter.com/MagicOfBarca/status/1618673483818627074/photo/2 Chesto: https://twitter.com/mynameisChesto/status/1599307202111901703 Unity plugin: https://twitter.com/kaamalauppias/status/1598665358352818176 Game of Life: https://twitter.com/fisherastro/status/1618803614688120833 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-4119260/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #chatgpt

Google’s New AI: The Age of AI-Made Movies Is Here!

mFzgTcTpqtI | 12 Feb 2023

Google’s New AI: The Age of AI-Made Movies Is Here!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Phenaki - Realistic video generation from open-domain textual descriptions" is available here: https://phenaki.research.google/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1598620/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Microsoft’s New AI Clones Your Voice In 3 Seconds!

F6HSsVIkqIU | 09 Feb 2023

Microsoft’s New AI Clones Your Voice In 3 Seconds!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "VALL-E Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers" is available here: https://valle-demo.github.io/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google’s New AI: OpenAI’s DALL-E 2, But 10X Faster!

2AsoWS2t484 | 04 Feb 2023

Google’s New AI: OpenAI’s DALL-E 2, But 10X Faster!

❤️ Train a neural network and track your experiments with Weights & Biases here: http://wandb.me/paperintro 📝 The paper "Muse: Text-To-Image Generation via Masked Generative Transformers" is available here: https://muse-model.github.io/ Stable Diffusion interpolation: https://twitter.com/xsteenbrugge/status/1558508866463219712 Full video of interpolation: https://www.youtube.com/watch?v=Bo3VZCjDhGI My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New AI: Nature Videos Will Never Be The Same!

r2zv3sNsnqo | 01 Feb 2023

NVIDIA’s New AI: Nature Videos Will Never Be The Same!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Disentangling Random and Cyclic Effects in Time-Lapse Sequences" is available here: https://arxiv.org/abs/2207.01413 https://github.com/harskish/tlgan My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

DeepMind’s ChatGPT-Like AI Writes Amazing Screenplays!

fxxIfojgV9Y | 30 Jan 2023

DeepMind’s ChatGPT-Like AI Writes Amazing Screenplays!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Co-Writing Screenplays and Theatre Scripts with Language Models: An Evaluation by Industry Professionals" is available here: https://deepmind.github.io/dramatron/details.html My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1668918/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This New AI Is The Future of Video Editing!

8U9o5aZ2y5w | 27 Jan 2023

This New AI Is The Future of Video Editing!

❤️ Check out Weights & Biases and say hi in their community forum here: https://wandb.me/paperforum 📝 The paper "Text2LIVE: Text-Driven Layered Image and Video Editing" is available here: https://text2live.github.io/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

DeepMind’s AI Trained For 5 Years... But Why?

HTON7odbW0o | 22 Jan 2023

DeepMind’s AI Trained For 5 Years... But Why?

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "From Motor Control to Team Play in Simulated Humanoid Football" is available here: https://www.science.org/doi/abs/10.1126/scirobotics.abo0235 https://arxiv.org/abs/2105.12196 My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google’s New AI: Like OpenAI’s DALL-E 2, But For Video!

uzF6CTtjn-g | 20 Jan 2023

Google’s New AI: Like OpenAI’s DALL-E 2, But For Video!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Tune-A-Video: One-Shot Tuning of Image Diffusion Models for Text-to-Video Generation" is available here: https://tuneavideo.github.io/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI’s ChatGPT Took An IQ Test!

2A9PLW6BCx4 | 18 Jan 2023

OpenAI’s ChatGPT Took An IQ Test!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers Try ChatGPT here: https://openai.com/blog/chatgpt/ My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 SVG objects: https://twitter.com/brdskggs/status/1599533975357095936 Twitter logo with SVG graphics: https://twitter.com/DataChaz/status/1605989977447272448 Shadertoy: https://www.shadertoy.com/results?query=chatgpt Mirror shader: https://sigmoid.social/@[email protected]/109558911131170252 Security holes: https://twitter.com/moyix/status/1598081204846489600 Failing at multiplication: https://twitter.com/Dhilung/status/1598168648392519681 IQ test: https://davidrozado.substack.com/p/what-is-the-iq-of-chatgpt SAT: https://twitter.com/davidtsong/status/1598767389390573569 Add to your Mac’s menu bar: https://github.com/vincelwt/chatgpt-mac Users: https://twitter.com/HusnainMubarik/status/1611022352443129856 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photos/businessman-tablet-steering-city-3213659/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

New AI Makes Amazing DeepFakes In a Blink of an Eye!

C9LDMzMRZv8 | 14 Jan 2023

New AI Makes Amazing DeepFakes In a Blink of an Eye!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "VToonify: Controllable High-Resolution Portrait Video Style Transfer" is available here: https://www.mmlab-ntu.com/project/vtoonify/ Web demo: https://huggingface.co/spaces/PKUWilliamYang/VToonify Source code: https://github.com/williamyang1991/VToonify My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

EA’s New AI: Next Level Gaming Animations!

wAbLsRymXe4 | 08 Jan 2023

EA’s New AI: Next Level Gaming Animations!

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "DeepPhase: Periodic Autoencoders for Learning Motion Phase Manifolds" is available here: https://github.com/sebastianstarke/AI4Animation My latest paper on simulations that look almost like reality is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Mastodon: https://sigmoid.social/@twominutepapers Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind’s New AI Surpasses Humans At Some Things!

VvzZG-HP4DA | 03 Jan 2023

DeepMind’s New AI Surpasses Humans At Some Things!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Improving Multimodal Interactive Agents with Reinforcement Learning from Human Feedback" is available here: https://www.deepmind.com/blog/building-interactive-agents-in-video-game-worlds 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Mastodon: https://sigmoid.social/@twominutepapers Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New AI: Paint With Your Words!

VCLW_nZWyQY | 30 Dec 2022

NVIDIA’s New AI: Paint With Your Words!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "eDiff-I: Text-to-Image Diffusion Models with Ensemble of Expert Denoisers" is available here: https://deepimagination.cc/eDiff-I/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Mastodon: https://sigmoid.social/@twominutepapers Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI ChatGPT: The Future Is Here!

V2RoqUr0qDU | 22 Dec 2022

OpenAI ChatGPT: The Future Is Here!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here: http://wandb.me/RLHF-OpenAI Try #ChatGPT! https://chat.openai.com/ https://openai.com/blog/chatgpt/ Our earlier paper with the translucent materials: https://users.cg.tuwien.ac.at/zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/ If you wish to read my latest paper on simulations that look almost like reality, it is available for free here: https://rdcu.be/cWPfD Or this is the orig. Nature Physics link with clickable citations: https://www.nature.com/articles/s41567-022-01788-5 Tweet links: Decoration: https://twitter.com/GuyP/status/1598020781065527296 Bubble sort: https://twitter.com/goodside/status/1598129631609380864 History essay: https://twitter.com/corry_wang/status/1598176074604507136 Challenging assumptions: https://twitter.com/goodside/status/1598053568422248448 Diff. equations VS Google: https://twitter.com/jdjkelly/status/1598021488795586561 Bohemian Rhapsody: https://twitter.com/raphaelmilliere/status/1598469100535259136 Video ideas: https://twitter.com/andrewpprice/status/1598839883296309249 Marketing strategy: https://twitter.com/levie/status/1599648362416205825 Hold on to papers! https://twitter.com/mynameisChesto/status/1599307202111901703 ChatGPT home screen: https://twitter.com/yanda/status/1601721592475947008 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background: DeepMind Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Chapters 0:00 Intro 0:15 What is ChatGPT? 0:48 ChatGPT writes a letter 2:12 1 - Designing living rooms 3:38 2 - Algorithms 4:17 3 - Writes an essay 4:45 4 - Not that easy to break! 5:35 5 - Writes music lyrics 6:04 6 - YouTube video ideas 6:17 7 - Marketing plan 7:00 8 - Designs games! 7:55 +1 - Let’s see what it is made of! 11:00 Mistakes 11:31 An amazing voice assistant 12:13 Try it now for free! Károly Zsolnai-Fehér's links: Mastodon: https://sigmoid.social/@twominutepapers Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google’s New AI: These Are More Than Images!

rpUEkHJIu4Q | 18 Dec 2022

Google’s New AI: These Are More Than Images!

❤️ Check out Cohere and sign up for free today: https://cohere.ai/papers 📝 The paper "Self-Distilled StyleGAN: Towards Generation from Internet Photos" is available here: https://self-distilled-stylegan.github.io/ 📝 Our paper with the material synthesis, i.e., "Gaussian Material Synthesis" is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ I have decided to try Mastodon. If you are interested, you can follow me there too: https://sigmoid.social/@twominutepapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Mastodon: https://sigmoid.social/@twominutepapers Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New AI: Video Game Graphics, Now 60x Smaller!

aQctoORQwLE | 15 Dec 2022

NVIDIA’s New AI: Video Game Graphics, Now 60x Smaller!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here: http://wandb.me/variable-bitrate 📝 The paper "Variable Bitrate Neural Fields" is available here: https://nv-tlabs.github.io/vqad/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

Stable Diffusion Version 2: Power To The People… For Free!

HytucGhwTRs | 11 Dec 2022

Stable Diffusion Version 2: Power To The People… For Free!

❤️ Check out Anyscale and try it for free here: https://www.anyscale.com/papers Stable Diffusion version 2 release notes: https://stability.ai/blog/stable-diffusion-v2-release Try it on the web - https://huggingface.co/spaces/stabilityai/stable-diffusion Or run it locally: https://github.com/Stability-AI/stablediffusion Refractive images - @recatm - https://twitter.com/recatm/status/1596933520672583680 Textures - @recatm - https://twitter.com/recatm/status/1596933527836119040 Humans - @EMostaque - https://twitter.com/EMostaque/status/1596620680442703873 Cyberpunk book cover @technollama - https://twitter.com/technollama/status/1597219897683378177 Interiors - https://twitter.com/williamcusick/status/1597022736957591553 Stable Diffusion Web for searching prompts: https://stablediffusionweb.com/prompts Luxcore render: https://luxcorerender.org/ Interpolation: https://twitter.com/xsteenbrugge/status/1558508866463219712 Full video of interpolation: https://www.youtube.com/watch?v=Bo3VZCjDhGI 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind's New AI Looked At 1,000,000,000 Images!

zOU6usZRJvA | 09 Dec 2022

DeepMind's New AI Looked At 1,000,000,000 Images!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here: http://wandb.me/flamingo 📝 DeepMind's paper "Tackling multiple tasks with a single visual language model" is available here: https://www.deepmind.com/blog/tackling-multiple-tasks-with-a-single-visual-language-model 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New AI: Generating 3D Worlds!

shy51E-MU8Y | 03 Dec 2022

NVIDIA’s New AI: Generating 3D Worlds!

❤️ Check out Runway and try it for free here: https://runwayml.com/papers/ Use the code TWOMINUTE at checkout to get 10% off! 📝 The paper "GET3D: A Generative Model of High Quality 3D Textured Shapes Learned from Images" is available here: https://nv-tlabs.github.io/GET3D/ 📝 Our paper "Gaussian Material Synthesis" is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ Andrew Price’s legendary donut tutorial: https://www.youtube.com/watch?v=nIoXOplUvAw&list=PLjEaoINr3zgFX8ZsChQVQsuDSjEqdWMAD&index=1 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Edward Unthank, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: Rockstar Games Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Chapters: 0:00 Intro 0:31 1 - Great meshes 1:32 2 - Variant generation 2:40 3 - Textures vs geometry 3:11 4 - Text-guided generation 3:28 VS previous technique 4:50 It gets even better! Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

OpenAI’s New AI: They Did The Homework!

263vx1g52eM | 30 Nov 2022

OpenAI’s New AI: They Did The Homework!

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "Efficient Training of Language Models to Fill in the Middle" is available here: https://arxiv.org/abs/2207.14255 Code for benchmarking the model is available here (note: this is not the full source code): https://github.com/openai/human-eval-infilling I think you can try it with GPT-3 with the text-davinci-003 model: https://beta.openai.com/docs/models/gpt-3 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Richard Sundvall, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-20736/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Ubisoft’s New AI: Breathing Life Into Games!

Dt0cA2phKfU | 26 Nov 2022

Ubisoft’s New AI: Breathing Life Into Games!

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "ZeroEGGS: Zero-shot Example-based Gesture Generation from Speech" is available here: https://github.com/ubisoft/ubisoft-laforge-ZeroEGGS 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Crushing 1,000,000 Particles With a Hydraulic Press!

--ZXFpt2S1E | 23 Nov 2022

Crushing 1,000,000 Particles With a Hydraulic Press!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Energetically Consistent Inelasticity for Optimization Time Integration" is available here (scroll down a little): https://www.math.ucla.edu/~minchen/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Chapters: 0:00 Intro 0:19 New paper 0:39 Experiment 1 1:08 How real is this? 1:38 Super useful 2:24 Experiment 2 3:25 Experiment 3 3:49 The promised results 4:02 Armadillo 4:48 How long does this take? 5:10 Timesteps 5:53 Simulating sand 6:09 Memory foam sim Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s AI Makes The Video Games of The Future!

kqkPARFTi6A | 19 Nov 2022

NVIDIA’s AI Makes The Video Games of The Future!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper CLIP-based "Neural Neighbor Style Transfer for 3D Assets" is available here: https://granskog.xyz/clip-nnfm-for-3d It source code is also available, free of charge here: https://github.com/shhra/clip3dstyle 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Chapters: 0:00 Teaser 0:15 Style Transfer 0:58 Differentiable rendering 1:13 OpenAI CLIP 1:34 New technique 2:42 The problem with fences 3:49 Not perfect 4:17 It is quick 4:35 More styles! Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI’s Whisper Learned 680,000 Hours Of Speech!

nE5iVtwKerA | 15 Nov 2022

OpenAI’s Whisper Learned 680,000 Hours Of Speech!

❤️ Check out Anyscale and try it for free here: https://www.anyscale.com/papers 📝 The paper "Robust Speech Recognition via Large-Scale Weak Supervision" is available here: https://openai.com/blog/whisper/ Try it out (note: the Scholarly Stampede appears to be in order - we barely published the video and there are already longer wait times): https://huggingface.co/spaces/openai/whisper Source code: https://github.com/openai/whisper Lex transcriptions by Andrej Karpathy: https://karpathy.ai/lexicap/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #openai

Tesla’s Humanoid Robots Are Here! 🤖

IJg3-l57D_A | 13 Nov 2022

Tesla’s Humanoid Robots Are Here! 🤖

❤️ Check out Anyscale and try it for free here: https://www.anyscale.com/papers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Chapters: 0:00 It is finally here! 0:27 But why? 0:45 It works in the factory 1:00 There is a newer one already 1:08 Here it is! 1:31 What is it for? 2:19 Incredible progress 2:36 Why is it humanoid? 3:05 Design choices 3:33 How strong is it? 4:00 How dexterous is it? 4:30 Let's talk about the brain 5:10 Understanding the world 6:10 Progress in walking 6:54 It can plan too 7:15 Learning in a game 8:08 It learns from us too! 9:20 It learns from cars too! 10:24 How does it make a plan? 10:50 Everything is connected 11:50 Self-driving updates Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #tesla #teslabot

OpenAI's DALL-E 2 Has Insane Capabilities! 🤖

eM5jn8vY2OQ | 10 Nov 2022

OpenAI's DALL-E 2 Has Insane Capabilities! 🤖

❤️ Check out Runway and try it for free here: https://runwayml.com/papers/ Use the code TWOMINUTE at checkout to get 10% off! 📝 The paper "Hierarchical Text-Conditional Image Generation with CLIP Latents" is available here: https://openai.com/dall-e-2/ ☀️My free Master-level light transport course is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ Our Separable Subsurface Scattering paper with Activition-Blizzard: https://users.cg.tuwien.ac.at/zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/ Our earlier paper with the caustics: https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ Rendered images: LuxCore Render / Sharlybg https://luxcorerender.org/wp-content/uploads/2017/12/Salon22XS.jpg https://luxcorerender.org/wp-content/uploads/2017/12/SSDark_01b.jpg Hotel scene: Badblender - https://www.blendswap.com/blend/30669 Path tracing links on Shadertoy: https://www.shadertoy.com/view/tsBBWW https://www.shadertoy.com/view/MtfGR4 https://www.shadertoy.com/view/Ns2fzy Caustics: https://cgcookie.com/projects/luxrender-caustics https://twitter.com/djbaskin/status/1514735924826963981 Dispersion: https://wiki.luxcorerender.org/Glass_Material_IOR_and_Dispersion Chapters: 0:00 Teaser 0:48 Light Transport 1:18 Variant generation 1:48 Experiment 1 2:20 Let's try it again! 3:40 Experiment 2 5:05 Experiment 3 6:34 Experiment 4 7:40 Indirect Illumination, dispersion, course 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #openai #dalle

Google’s New AI Learns Table Tennis! 🏓

hPR5kU91Ef4 | 08 Nov 2022

Google’s New AI Learns Table Tennis! 🏓

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "i-Sim2Real: Reinforcement Learning of Robotic Policies in Tight Human-Robot Interaction Loops" is available here: https://sites.google.com/view/is2r https://twitter.com/lgraesser3/status/1547942995139301376 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photos/table-tennis-passion-sport-1208385/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Stable Diffusion Is Getting Outrageously Good! 🤯

bT8e1EV5-ic | 06 Nov 2022

Stable Diffusion Is Getting Outrageously Good! 🤯

❤️ Check out Anyscale and try it for free here: https://www.anyscale.com/papers 📝 The paper "High-Resolution Image Synthesis with Latent Diffusion Models" is available here: https://ommer-lab.com/research/latent-diffusion-models/ https://github.com/mallorbc/stable-diffusion-klms-gui You can also try Stable diffusion for free here: https://huggingface.co/spaces/stabilityai/stable-diffusion Credits: 1. Prompt-image repository https://lexica.art + Variants from photos https://twitter.com/sharifshameem/status/157177206133663334 2. Infinite zoom https://twitter.com/matthen2/status/1564608723636654093 + how to do it https://twitter.com/matthen2/status/1564608773485895692 3. Lego to reality https://twitter.com/matthen2/status/156609779409551360 5. 2D to 3D https://twitter.com/thibaudz/status/1566136808504786949 6. Cat Knight https://hostux.social/@valere/108939000926741542 7. Drawing to image https://www.reddit.com/r/MachineLearning/comments/x5dwm5/p_apple_pencil_with_the_power_of_local_stable/ 8. Image to image https://sciprogramming.com/community/index.php?topic=2081.0 9. Variant generation easier https://twitter.com/Buntworthy/status/1566744186153484288 + https://github.com/justinpinkney/stable-diffusion + https://github.com/gradio-app/gradio 10. Texture synthesis https://twitter.com/metasemantic/status/1568997322805100547 + https://twitter.com/dekapoppo/status/1571913696523489280 11. Newer version of stable_diffusion_videos - https://twitter.com/_nateraw/status/1569315074824871936 Interpolation: https://twitter.com/xsteenbrugge/status/1558508866463219712 Full video of interpolation: https://www.youtube.com/watch?v=Bo3VZCjDhGI Thumbnail source images: Anjney Midha 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Chapters: 0:00 Intro 0:30 Stable Diffusion 1:20 AI art repository 2:14 Infinite zoom 2:24 Lego to reality 2:52 Creating 3D images 3:16 Cat Knight 3:50 The rest of the owl 4:03 Image to image! 4:43 Variant generation 5:02 Texture synthesis 5:55 Stable Diffusion video generator 6:20 Free and open for all of us! Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s Amazing AI Clones Your Voice! 🤐

k54cpsAbMn4 | 03 Nov 2022

NVIDIA’s Amazing AI Clones Your Voice! 🤐

❤️ Check out Cohere and sign up for free today: https://cohere.ai/papers 📝 The paper "One TTS Alignment To Rule Them All" is available here: https://arxiv.org/abs/2108.10447 Early access: https://developer.nvidia.com/riva/studio-early-access 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

Google’s Video AI: Outrageously Good! 🤖

YxmAQiiHOkA | 29 Oct 2022

Google’s Video AI: Outrageously Good! 🤖

❤️ Check out Runway and try it for free here: https://runwayml.com/papers/ Use the code TWOMINUTE at checkout to get 10% off! 📝 The paper "High Definition Video Generation with Diffusion Models" is available here: https://imagen.research.google/video/ 📝 My paper "The flow from simulation to reality" with clickable citations is available here for free: https://rdcu.be/cWPfD 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Chapters: 0:00 - Teaser 0:15 - Text to image 0:37 - Text to video? 1:07 - It is really here! 1:45 - First example 2:48 - Second example 3:48 - Simulation or reality? 4:20 - Third example 5:08 - How long did this take? 5:48 - Failure cases 6:10 - More beautiful examples 6:21 - Looking under the hood 7:00 - Even more results Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #imagen

Google’s New AI: Kind of Like Tesla's Robot! 🤖

Ybk8hxKeMYQ | 26 Oct 2022

Google’s New AI: Kind of Like Tesla's Robot! 🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Inner Monologue: Embodied Reasoning through Planning with Language Models" is available here: https://innermonologue.github.io/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #google #ai

Intel’s New AI: Amazing Ray Tracing Results! ☀️

VxbTiuabW0k | 22 Oct 2022

Intel’s New AI: Amazing Ray Tracing Results! ☀️

❤️ Check out Weights & Biases and say hi in their community forum here: https://wandb.me/paperforum 📝 The paper "Temporally Stable Real-Time Joint Neural Denoising and Supersampling" is available here: https://www.intel.com/content/www/us/en/developer/articles/technical/temporally-stable-denoising-and-supersampling.html 📝 Our earlier paper with the spheres scene that took 3 weeks: https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Matthew Valle, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google’s New AI: DALL-E, But Now In 3D! 🤯

L3G0dx1Q0R8 | 19 Oct 2022

Google’s New AI: DALL-E, But Now In 3D! 🤯

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "DreamFusion: Text-to-3D using 2D Diffusion" is available here: https://dreamfusion3d.github.io/ Unofficial open source implementation: https://github.com/ashawkey/stable-dreamfusion Interpolation: https://twitter.com/xsteenbrugge/status/1558508866463219712 Full video of interpolation: https://www.youtube.com/watch?v=Bo3VZCjDhGI ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Ray Tracing: How NVIDIA Solved the Impossible!

NRmkr50mkEE | 15 Oct 2022

Ray Tracing: How NVIDIA Solved the Impossible!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The showcased papers are available here: https://research.nvidia.com/publication/2021-07_rearchitecting-spatiotemporal-resampling-production https://research.nvidia.com/publication/2022-07_generalized-resampled-importance-sampling-foundations-restir https://graphics.cs.utah.edu/research/projects/gris/ https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ Link to the talk at GTC: https://www.nvidia.com/en-us/on-demand/session/gtcfall22-a41171/ If you wish to learn more about light transport, I have a course that is free for everyone, no strings attached: https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Watch NVIDIA’s AI Teach This Human To Run! 🏃‍♂️

wqvAconYgK0 | 12 Oct 2022

Watch NVIDIA’s AI Teach This Human To Run! 🏃‍♂️

❤️ Check out Cohere and sign up for free today: https://cohere.ai/papers 📝 The paper "Accelerated Policy Learning with Parallel Differentiable Simulation" is available here: https://short-horizon-actor-critic.github.io/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

Wow, A Simulation That Looks Like Reality! 🤯

8NAi30ZBpJU | 09 Oct 2022

Wow, A Simulation That Looks Like Reality! 🤯

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 My paper "The flow from simulation to reality" with clickable citations is available here: https://www.nature.com/articles/s41567-022-01788-5 📝 Read it for free here! https://rdcu.be/cWPfD ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google's AI: Stable Diffusion On Steroids! 💪

XW_nO2NMH_g | 06 Oct 2022

Google's AI: Stable Diffusion On Steroids! 💪

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here: http://wandb.me/prompt2prompt 📝 The paper "Prompt-to-Prompt Image Editing with Cross Attention Control" is available here: https://arxiv.org/abs/2208.01626 Unofficial open source implementation: https://github.com/bloc97/CrossAttentionControl ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Stable Diffusion frame interpolation: https://twitter.com/xsteenbrugge/status/1558508866463219712 Full video of interpolation: https://www.youtube.com/watch?v=Bo3VZCjDhGI 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google’s New AI: Fly INTO Photos…But Deeper! 🐦

H-pTZf1zsa8 | 03 Oct 2022

Google’s New AI: Fly INTO Photos…But Deeper! 🐦

❤️ Train a neural network and track your experiments with Weights & Biases here: http://wandb.me/paperintro 📝 The paper "InfiniteNature-Zero Learning Perpetual View Generation of Natural Scenes from Single Images" is available here: https://infinite-nature-zero.github.io/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Luke Dominique Warner, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google’s New Self-Driving Robot Is Amazing! 🤖

xYvJV_z5Sxc | 28 Sep 2022

Google’s New Self-Driving Robot Is Amazing! 🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "LM-Nav: Robotic Navigation with Large Pre-Trained Models of Language, Vision, and Action" is available here: https://sites.google.com/view/lmnav Website layout with GPT-3: https://twitter.com/sharifshameem/status/1283322990625607681 Image interpolation video with Stable Diffusion: https://twitter.com/xsteenbrugge/status/1558508866463219712 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-6394751/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google's New AI: Dog Goes In, Statue Comes Out! 🗽

NnoTWZ9qgYg | 25 Sep 2022

Google's New AI: Dog Goes In, Statue Comes Out! 🗽

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation" is available here: https://dreambooth.github.io/ AI Image interpolation: https://twitter.com/xsteenbrugge/status/1558508866463219712 Felícia Zsolnai-Fehér’s works: https://twitter.com/twominutepapers/status/1534817417238614017 Judit Somogyvári’s works: https://www.artstation.com/sheyenne https://www.instagram.com/somogyvari.art/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New AI: Beautiful Simulations, Cheaper! 💨

bVxS9RXt2q8 | 21 Sep 2022

NVIDIA’s New AI: Beautiful Simulations, Cheaper! 💨

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "NeuralVDB: High-resolution Sparse Volume Representation using Hierarchical Neural Networks" is available here: https://developer.nvidia.com/rendering-technologies/neuralvdb https://blogs.nvidia.com/blog/2022/08/09/neuralvdb-ai/ https://arxiv.org/abs/2208.04448 📝 The paper with the water simulation is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/photorealistic-material-editing/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s AI: Amazing DeepFakes And Virtual Avatars!

lj8qofm4n4o | 18 Sep 2022

NVIDIA’s AI: Amazing DeepFakes And Virtual Avatars!

❤️ Check out Weights & Biases and say hi in their community forum here: https://wandb.me/paperforum 📝 The paper "One-Shot Free-View Neural Talking-Head Synthesis for Video Conferencing" is available here: https://nvlabs.github.io/face-vid2vid/ Try it out: http://imaginaire.cc/vid2vid-cameo/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia #deepfake

DeepMind’s AlphaFold: 200 Gifts To Humanity! 🧬

G7gdOPEd6mU | 13 Sep 2022

DeepMind’s AlphaFold: 200 Gifts To Humanity! 🧬

❤️ Check out Cohere and sign up for free today: https://cohere.ai/papers 📝 The paper "Highly accurate protein structure prediction with #AlphaFold" is available here: https://www.deepmind.com/blog/alphafold-reveals-the-structure-of-the-protein-universe https://www.nature.com/articles/s41586-021-03819-2 https://www.deepmind.com/blog/alphafold-a-solution-to-a-50-year-old-grand-challenge-in-biology Database: https://www.uniprot.org/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google’s New AI: Fly INTO Photos! 🐦

_Y1-KlTEmwk | 11 Sep 2022

Google’s New AI: Fly INTO Photos! 🐦

❤️ Train a neural network and track your experiments with Weights & Biases here: http://wandb.me/paperintro 📝 The paper "InfiniteNature-Zero Learning Perpetual View Generation of Natural Scenes from Single Images" is available here: https://infinite-nature.github.io/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1761292/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Stable Diffusion: DALL-E 2 For Free, For Everyone!

nVhmFski3vg | 06 Sep 2022

Stable Diffusion: DALL-E 2 For Free, For Everyone!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "High-Resolution Image Synthesis with Latent Diffusion Models" is available here: https://ommer-lab.com/research/latent-diffusion-models/ https://github.com/mallorbc/stable-diffusion-klms-gui ❗Try it here (we seem to have crashed it...again 😅): https://huggingface.co/spaces/stabilityai/stable-diffusion ❗Or here: https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/stable_diffusion.ipynb Great notebooks to try: https://www.reddit.com/r/StableDiffusion/comments/wzk78c/colab_notebook_sd_hiki_by_daswerq123_has_a/ https://github.com/pinilpypinilpy/sd-webui-colab-simplified https://github.com/victordibia/peacasso Run it on your own graphics card: https://github.com/CompVis/stable-diffusion Guide on how to run it at home: https://www.assemblyai.com/blog/how-to-run-stable-diffusion-locally-to-generate-images/ Image to image translation: https://twitter.com/AnjneyMidha/status/1564290733917360128 Turn your drawings into images: https://huggingface.co/spaces/huggingface/diffuse-the-rest Run it on an M1 Mac - https://replicate.com/blog/run-stable-diffusion-on-m1-mac Even more resources: https://multimodal.art/news/1-week-of-stable-diffusion Dreaming: https://twitter.com/_nateraw/status/1560320480816545801 ❗Interpolation: https://twitter.com/xsteenbrugge/status/1558508866463219712 ❗Full video of interpolation: https://www.youtube.com/watch?v=Bo3VZCjDhGI Interpolation (other): https://replicate.com/andreasjansson/stable-diffusion-animation Portrait interpolation: https://twitter.com/motionphi/status/1565377550401998848 Felícia Zsolnai-Fehér's works (the chimp drawing): http://felicia.hu Fantasy examples: https://twitter.com/DiffusionPics/status/1562172051171016706/photo/1 https://twitter.com/DiffusionPics/status/1562012909470748674/photo/1 https://twitter.com/DiffusionPics/status/1562625020790116352/photo/1 https://twitter.com/DiffusionPics/status/1562172051171016706/photo/1 https://twitter.com/Jason76066945/status/1560568161203736577/photo/1 https://twitter.com/DiffusionPics/status/1561839825786904577/photo/1 Collage: https://twitter.com/genekogan/status/1555184488606564353 Fantasy again: https://twitter.com/raphaelmilliere/status/1562480868186521601 Animation: https://twitter.com/CoffeeVectors/status/1558655441059594240 Variant generation: https://twitter.com/Buntworthy/status/1561703483316781057 Random noise walks: https://twitter.com/karpathy/status/1559343616270557184 Portrait interpolation: https://twitter.com/xsteenbrugge/status/1557018356099710979 Fantasy concept art montage: https://www.reddit.com/r/StableDiffusion/comments/wz2zx5/i_tried_to_make_some_fantasy_concept_art_with/ Scholars holding on to their papers: https://twitter.com/Merzmensch/status/1567219588538011650 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail source images: Anjney Midha Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

A 1,000,000,000 Particle Simulation! 🌊

jRMy6lxlqjM | 04 Sep 2022

A 1,000,000,000 Particle Simulation! 🌊

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "A Fast Unsmoothed Aggregation Algebraic Multigrid Framework for the Large-Scale Simulation of Incompressible Flow" is available here: http://computationalsciences.org/publications/shao-2022-multigrid.html ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI’s DALL-E 2 - AI-Based Art Is Here! 🧑‍🎨

FCf8OA4GPvI | 02 Sep 2022

OpenAI’s DALL-E 2 - AI-Based Art Is Here! 🧑‍🎨

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Hierarchical Text-Conditional Image Generation with CLIP Latents" is available here: https://openai.com/dall-e-2/ https://openai.com/blog/dall-e-2-extending-creativity/ 🧑‍🎨 Check out Felícia Zsolnai-Fehér's works: https://www.instagram.com/feliciart_86/ 🧑‍🎨 Judit Somogyvári's works: https://www.artstation.com/sheyenne https://www.instagram.com/somogyvari.art/ Credits: Stan Brown - https://www.artstation.com/artwork/Le94a5 Road maker - https://twitter.com/Bbbn192/status/1550150050562674692 GuyP - https://twitter.com/GuyP/status/1552681944437166081 + https://dallery.gallery/free-photo-image-editing-tools-ai-dalle/ Weathered man - https://www.reddit.com/r/dalle2/comments/vow7vs/a_photo_of_weathered_looking_man_with_dirt_on_his/ Cosmopolitan - https://www.cosmopolitan.com/lifestyle/a40314356/dall-e-2-artificial-intelligence-cover/ Toilet car: https://twitter.com/PaulYacoubian/status/1514955904659173387/photo/2 OpenAI - Extending Creativity https://openai.com/blog/dall-e-2-extending-creativity/ AI assisted shoe design - https://www.instagram.com/reel/Cehg3WbpaN5/ AI assisted dress design - https://twitter.com/paultrillo/status/1562106954096381952 +1: seamless texture full workflow: https://twitter.com/pushmatrix/status/1564988182780846083 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-357336/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Chapters: 0:00 Teaser 0:10 What is DALL-E 2? 1:22 Is it as good as human artists? 2:10 1 - Texture synthesis 4:53 2 - Photorealistic faces! 5:36 3 - Cosmopolitan 6:00 4 - Product design 6:18 5 - 3D information 6:58 Building virtual worlds 7:54 +1 - Product design, but better! Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Microsoft’s New AI: The Selfies Of The Future! 🤳

uboj01Gfy1A | 28 Aug 2022

Microsoft’s New AI: The Selfies Of The Future! 🤳

❤️ Check out the Gradient Dissent podcast by Weights & Biases: http://wandb.me/gd  📝 The paper "GRAM-HD: 3D-Consistent Image Generation at High Resolution with Generative Radiance Manifolds" is available here: https://jeffreyxiang.github.io/GRAM-HD/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Is Google’s New AI As Smart As A Human? 🤖

ICQIx_C8mHo | 26 Aug 2022

Is Google’s New AI As Smart As A Human? 🤖

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "Minerva - Solving Quantitative Reasoning Problems with Language Models" is available here: https://arxiv.org/abs/2206.14858 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Microsoft's New AI: Virtual Humans Became Real! 🤯

6-FESfXHF5s | 20 Aug 2022

Microsoft's New AI: Virtual Humans Became Real! 🤯

❤️ Check out Runway and try it for free here: https://runwayml.com/papers/ 📝 The paper "3D Face Reconstruction with Dense Landmarks" is available here: https://microsoft.github.io/DenseLandmarks/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google’s New AI Learned To See In The Dark! 🤖

7iy0WJwNmv4 | 17 Aug 2022

Google’s New AI Learned To See In The Dark! 🤖

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "NeRF in the Dark: High Dynamic Range View Synthesis from Noisy Raw Images" is available here: https://bmild.github.io/rawnerf/index.html ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Samsung’s AI: Megapixel DeepFakes! 📷

JkUF40kPV4M | 13 Aug 2022

Samsung’s AI: Megapixel DeepFakes! 📷

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "MegaPortraits: One-shot Megapixel Neural Head Avatars" is available here: https://samsunglabs.github.io/MegaPortraits/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #DeepFake

OpenAI’s New AI Learned To Play Minecraft! ⛏

fJn9B64Znrk | 09 Aug 2022

OpenAI’s New AI Learned To Play Minecraft! ⛏

❤️ Come work for Weights & Biases! Check out open roles at https://wandb.me/jobs ❤️ Check out Weights & Biases and say hi in their community forum here: https://wandb.me/paperforum 📝 The paper "Learning to Play Minecraft with Video PreTraining (VPT)" is available here: https://openai.com/blog/vpt/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Chapters: 0:00 An AI playing Minecraft? 0:22 NVIDIA's AI solution 1:22 Exploring underwater (NVIDIA) 1:39 Building a fence (NVIDIA) 1:45 "Fighting" an Ender Dragon (NVIDIA) 2:06 My wish is granted! 2:40 The OpenAI project 2:56 Building a wooden shelter (OpenAI) 3:19 What? A Diamond pickaxe? 3:34 Building the Diamond pickaxe (OpenAI) 4:24 Pillar jumping (OpenAI) 4:55 How does it learn? 5:24 Not just for games! 6:20 First Law of Papers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #minecraft #openai

OpenAI’s DALL-E 2: Top 5 New Results! 🤯

TW2w-z0UtQU | 06 Aug 2022

OpenAI’s DALL-E 2: Top 5 New Results! 🤯

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Hierarchical Text-Conditional Image Generation with CLIP Latents" is available here: https://openai.com/dall-e-2/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Ladybug inpainting: https://www.reddit.com/r/dalle2/comments/veznq2/using_dalles_inpainting_feature_to_fix_up_my/ Michelangelo: https://twitter.com/FLKDayton/status/1543261364315193346 Mona Lisa: https://www.reddit.com/r/dalle2/comments/venhn1/modern_day_mona_lisa_composite_zoomout_video/ Mona Lisa 2: https://twitter.com/karenxcheng/status/1552720889489154048 House: https://www.reddit.com/r/dalle2/comments/vnw3z9/a_house_in_the_middle_of_a_beautiful_lush_field/ The Last Supper: https://twitter.com/gabe_ragland/status/1539005324983578624 Illustrating a fantasy novel: https://twitter.com/wenquai/status/1527312285152452608 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #openai #dalle

NVIDIA’s Ray Tracer - Finally, Real Time! ☀️

W1UDzxtrhes | 03 Aug 2022

NVIDIA’s Ray Tracer - Finally, Real Time! ☀️

❤️ Check out Cohere and sign up for free today: https://cohere.ai/papers 📝 The paper "Rearchitecting Spatiotemporal Resampling for Production" is available here: https://research.nvidia.com/publication/2021-07_Rearchitecting-Spatiotemporal-Resampling 📝 Our paper with the spheres scene that took 3 weeks is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ The denoiser: https://developer.nvidia.com/nvidia-rt-denoiser ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #NVIDIA

Google’s Parti AI: Magical Results! 💫

XgdgSHweBUI | 30 Jul 2022

Google’s Parti AI: Magical Results! 💫

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Google Parti: Pathways Autoregressive Text-to-Image model" is available here: https://parti.research.google/ 4 of my favorite prompts from the video (add these to benchmarks if you feel like it): - surprised scholars looking at a magical parchment emitting magic dust high detail digital art disney style - scholar delighted by a very long disintegrating magical parchment with sparks and smoke coming out of it fantasy digital art disney style - stern looking fox in a labcoat, casting a magic spell, digital art - shiny cybertronic robot frog with leds studio lighting high detail digital art 📝 The fluid control works are available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/real_time_fluid_control_eg/ https://users.cg.tuwien.ac.at/zsolnai/gfx/fluid_control_msc_thesis/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers 0:00 Google Parti 0:27 OpenAI's DALL-E 2 0:52 The problem 1:29 Google Imagen 2:09 Finally, Google Parti appears 2:22 1. Napoleon Cat returns 3:02 2. Water crocodile 3:14 3. Creativity in a machine 3:40 Why does this exist? 4:33 How does this help? 4:53 Let's test a huge prompt! 5:25 Watch it learn! 6:20 A new benchmark 6:36 More results 7:05 The age of AI generated images is here Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #parti #dalle

NVIDIA’s AI Plays Minecraft After 33 Years of Training! 🤖

5LL6z1Ganbw | 27 Jul 2022

NVIDIA’s AI Plays Minecraft After 33 Years of Training! 🤖

❤️ If you wish to support us and watch these videos in early access, check this out: - https://www.patreon.com/TwoMinutePapers 📝 The paper "MineDojo - Building Open-Ended Embodied Agents with Internet-Scale Knowledge" is available here: https://minedojo.org/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-2019147/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Chapters: 0:00 Minecraft 0:15 GANCraft 1:31 AI playing games 1:52 NVIDIA tries Minecraft 2:20 But how? 3:12 Can this really work? 3:32 Teaching an AI English 4:19 1 - Exploration 4:48 2 - Building a fence 5:03 3 - Getting a bucket of lava 5:18 4 - Building a portal 5:32 5 - Final boss time 6:02 Long time horizons 6:25 More results 7:09 Does this really work? Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #minecraft

NVIDIA GTC: When Simulation Becomes Reality! 🤯

QqHchIFPE7g | 24 Jul 2022

NVIDIA GTC: When Simulation Becomes Reality! 🤯

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers If everything goes well, this will be my GTC talk: https://www.nvidia.com/gtc/session-catalog/?ncid=so-face-527732&tab.catalogallsessionstab=16566177511100015Kus#/session/16559245032830019Q6q ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Finally, Robotic Telekinesis is Here! 🤖

fVrcBY0lOWw | 22 Jul 2022

Finally, Robotic Telekinesis is Here! 🤖

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here: http://wandb.me/robotic-telekinesis 📝 The paper "Robotic Telekinesis: Learning a Robotic Hand Imitator by Watching Humans on Youtube" is available here: https://robotic-telekinesis.github.io/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New AI Trained For 10 Years! But How? 🤺

1kV-rZZw50Q | 19 Jul 2022

NVIDIA’s New AI Trained For 10 Years! But How? 🤺

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here (thank you Soumik!): http://wandb.me/ASE 📝 The paper "ASE: Large-Scale Reusable Adversarial Skill Embeddings for Physically Simulated Characters" is available here: https://nv-tlabs.github.io/ASE/ 📝 Our material synthesis paper with the latent space is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Chapters: 0:00 10 Years of training? 0:42 After 1 week 1:23 After 4 months 1:31 After 2 years 1:55 After 10 years! 2:25 How did they train for 10 years? 3:01 1. Latent spaces 3:52 2. Robust recovery 4:35 3. The controls are 👌 5:01 4. Adversaries 5:57 A great life lesson 6:15 The Third Law of Papers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI DALL-E 2 - Top 10 Best Images! 🤯

Q9FGUii_4Ok | 12 Jul 2022

OpenAI DALL-E 2 - Top 10 Best Images! 🤯

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Hierarchical Text-Conditional Image Generation with CLIP Latents" is available here: https://openai.com/dall-e-2/ 🕊️ Follow us for more results on Twitter! https://twitter.com/twominutepapers 🧑‍🎨 Check out Felícia Zsolnai-Fehér's works: https://www.instagram.com/feliciart_86/ 🧑‍🎨 Judit Somogyvári's works: https://www.artstation.com/sheyenne https://www.instagram.com/somogyvari.art/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background: OpenAI DALL-E 2 Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Links: Schrödinger cat: https://twitter.com/twominutepapers/status/1537871684979642369 Simulation: https://twitter.com/twominutepapers/status/1537125769528459268 Self portrait: https://twitter.com/twominutepapers/status/1538238078640340992 Office worker: https://twitter.com/twominutepapers/status/1536753218297929729 Angry tiger: https://twitter.com/twominutepapers/status/1538239586182344705 https://twitter.com/BellaRender/status/1538270897181802500/photo/1 Self portrait: https://twitter.com/twominutepapers/status/1538238078640340992 Cat falling into black hole: https://twitter.com/twominutepapers/status/1537548655246311424 Cat meme: https://twitter.com/OpDarkside/status/1537552199261118466 DND battle map: https://twitter.com/twominutepapers/status/1537098423152922624 Walrus: https://twitter.com/twominutepapers/status/1538258566838210561 Chomsky’s classic: https://twitter.com/twominutepapers/status/1538234269683810304 Bob Ross: https://www.reddit.com/r/dalle2/comments/v4xut7/a_painting_of_bob_ross_painting_a_self_portrait/ Chapters: 0:00 - What is DALL-E 2? 0:56 - Novel images 1:40 - The Legendary Fox Scientist 2:14 - As good as an artist? 2:43 - Amazing new results! 3:08 - 1 3:25 - 2 3:43 - 3 4:10 - 4 4:26 - 5 4:57 - 6 5:27 - 7 5:37 - 8 6:22 - 9 6:35 - 10 7:07 - Plus 1 7:26 - Plus 2 7:70 - DALL-E 2 vs artist 8:13 - Changing the world Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #OpenAI #dalle

Watch This Dragon Grow Out Of Nothing! 🐲

19gzG-AsBNU | 10 Jul 2022

Watch This Dragon Grow Out Of Nothing! 🐲

❤️ Check out Cohere and sign up for free today: https://cohere.ai/papers 📝 The paper "Differentiable Signed Distance Function Rendering" is available here: http://rgl.epfl.ch/publications/Vicini2022SDF 📝 Our works on differentiable material synthesis and neural rendering are available here (with code): https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ https://users.cg.tuwien.ac.at/zsolnai/gfx/photorealistic-material-editing/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Thank you Gordon Hanzmann-Johnson for catching an issue with a previous version of this video! 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s AI Nailed Human Face Synthesis! 👩‍🎓

MO2K0JXAedM | 08 Jul 2022

NVIDIA’s AI Nailed Human Face Synthesis! 👩‍🎓

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here (Thank you Soumik!): http://wandb.me/styleGAN-NADA 📝 The paper "StyleGAN-NADA: CLIP-Guided Domain Adaptation of Image Generators" is available here: https://stylegan-nada.github.io/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia #stylegan

Google AI Simulates Evolution On A Computer! 🦖

a0ubtHxj1UA | 25 Jun 2022

Google AI Simulates Evolution On A Computer! 🦖

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here (Thank you Soumik Rakshit!): https://wandb.me/modern-evolution 📝 The paper "Modern Evolution Strategies for Creativity: Fitting Concrete Images and Abstract Concepts" is available here: https://es-clip.github.io/ 🧑‍🎨 My previous genetic algorithm implementation for the Mona Lisa problem (+ some explanation in the video below): https://users.cg.tuwien.ac.at/zsolnai/gfx/mona_lisa_parallel_genetic_algorithm/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail image: DALL-E 2. Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s Ray Tracer: Wow, They Nailed It Again! 🤯

imuarn1A6p8 | 21 Jun 2022

NVIDIA’s Ray Tracer: Wow, They Nailed It Again! 🤯

❤️ Train a neural network and track your experiments with Weights & Biases here: http://wandb.me/paperintro 📝 NVIDIA's paper "Fast Volume Rendering with Spatiotemporal Reservoir Resampling" is available here: https://dqlin.xyz/pubs/2021-sa-VOR/ https://graphics.cs.utah.edu/research/projects/volumetric-restir/ https://research.nvidia.com/publication/2021-11_Fast-Volume-Rendering 🔆 The free light transport course is available here. You'll love it! https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ Volumetric path tracer by michael0884: https://www.shadertoy.com/view/NtXSR4 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photos/volcanic-eruption-ash-cloud-dramatic-1867439/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind Takes A Step Towards General AI! 🤖

8hXsUNr3TXs | 18 Jun 2022

DeepMind Takes A Step Towards General AI! 🤖

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "A Generalist Agent (DeepMind Gato)" is available here: https://www.deepmind.com/publications/a-generalist-agent ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail image: OpenAI DALL-E 2 Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI Dall-E 2 - AI or Artist? Which is Better? 🧑‍🎨

mtkBIOK_28A | 15 Jun 2022

OpenAI Dall-E 2 - AI or Artist? Which is Better? 🧑‍🎨

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Hierarchical Text-Conditional Image Generation with CLIP Latents" is available here: https://openai.com/dall-e-2/ 🕊️ Follow us for more results on Twitter! https://twitter.com/twominutepapers 🧑‍🎨 Check out Felícia Zsolnai-Fehér's works: https://www.instagram.com/feliciart_86/ 🧑‍🎨 Judit Somogyvári's works: https://www.artstation.com/sheyenne https://www.instagram.com/somogyvari.art/ 🎤 Beardyman (note: explicit): https://www.youtube.com/watch?v=-I2RikzeFbA 🍩Andrew Price, Master of Donuts: https://www.youtube.com/watch?v=jv3GijkzIdk 😸Grumpy Cat ready for takeoff: https://twitter.com/FabianMosele/status/1534560293069676546 🦊Fox repaint: https://twitter.com/eLTehH/status/1533724395281481729 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail image was created with DALL-E 2. Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Chapters: 00:00 What is DALL-E 2? 00:54 Team 🧑‍🎨 vs Team 🤖 - Round 1 02:36 Team 🧑‍🎨 vs Team 🤖 - Round 2 03:37 Team 🧑‍🎨 vs Team 🤖 - Round 3 04:29 Team 🧑‍🎨 vs Team 🤖 - Round 4 05:14 Team 🧑‍🎨 vs Team 🤖 - Round 5 05:41 An important lesson 06:00 Grumpy Cat in space! 06:36 Fox Scientist 07:00 Platypus experiment 07:28 A visual pun 07:52 A time traveler 08:10 All hail the mighty Cyberfrog! 08:19 Rosie the Paper Dog 08:40 An image of you Fellow Scholars! 09:12 History in the making Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #OpenAI #dalle

Google’s Imagen AI: Outrageously Good! 🤖

HyOW6fmkgrc | 11 Jun 2022

Google’s Imagen AI: Outrageously Good! 🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Imagen: Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding" is available here: https://gweb-research-imagen.appspot.com/ 🕊️ Follow us on Twitter for more DALL-E 2 and Imagen-related content: https://twitter.com/twominutepapers ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google’s New Robot: Your Personal Butler! 🤖

D0vpgZKNEy0 | 08 Jun 2022

Google’s New Robot: Your Personal Butler! 🤖

❤️ Check out Cohere and sign up for free today: https://cohere.ai/papers 📝 The paper "Do As I Can, Not As I Say: Grounding Language in Robotic Affordances" is available here: https://say-can.github.io/ https://arxiv.org/abs/2204.01691 Check us out on Twitter for more DALL-E 2 related content! https://twitter.com/twominutepapers ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail image: OpenAI DALL-E 2 Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI’s DALL-E 2: Even More Beautiful Results! 🤯

lbUluHiqwoA | 04 Jun 2022

OpenAI’s DALL-E 2: Even More Beautiful Results! 🤯

❤️ Train a neural network and track your experiments with Weights & Biases here: http://wandb.me/paperintro 📝 The paper "Hierarchical Text-Conditional Image Generation with CLIP Latents" is available here: https://openai.com/dall-e-2/ 📝 Our Separable Subsurface Scattering paper with Activision-Blizzard: https://users.cg.tuwien.ac.at/zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/ 📝Our earlier papers with the caustics: https://users.cg.tuwien.ac.at/zsolnai/gfx/photorealistic-material-editing/ https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ Try it out: https://huggingface.co/spaces/dalle-mini/dalle-mini (once again, note that this is a reduced version. it also runs through gradio, which is pretty cool, check it out!) ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu 00:00 What is DALL-E 2? 01:40 DALL-E 1 vs DALL-E 2 02:15 1 - It can make videos 03:04 2 - Leonardo da Apple 03:19 3 - Robot learns a new language 03:28 4 - New AI-generated drinks! 04:12 5 - Toilet car 04:27 6 - Lightbulbs! 04:56 7 - Murals 05:11 8 - Darth Ant 05:23 9 - Text! 06:14 10 - Pro photography 06:28 Subsurface scattering! 07:10 Try it out yourself! 07:45 Changing the world Tweet sources: Fantasy novel: https://twitter.com/wenquai/status/1527312285152452608 Leonardo: https://twitter.com/nin_artificial/status/1524330744600055808/photo/1 Encyclopedia: https://twitter.com/giacaglia/status/1513271094215467008?s=21 Modernize: https://twitter.com/model_mechanic/status/1513588042145021953 Robot learning: https://twitter.com/AravSrinivas/status/1514217698447663109 Drinks: https://twitter.com/djbaskin/status/1514735924826963981 Toilet car: https://twitter.com/PaulYacoubian/status/1514955904659173387/photo/2 Lightbulb: https://twitter.com/mattgroh/status/1513837678172778498 Murals: https://twitter.com/_dschnurr/status/1516449112673071106/photo/1 Darth Ant: https://twitter.com/hardmaru/status/1519224830989684738 Sign: https://twitter.com/npew/status/1520050727770488833/photo/1 Hand: https://twitter.com/graycrawford/status/1521755209667555328 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA Renders Millions of Light Sources! 🔅

MUDveGZIRaM | 01 Jun 2022

NVIDIA Renders Millions of Light Sources! 🔅

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Spatiotemporal reservoir resampling for real-time ray tracing with dynamic direct lighting" is available here: https://research.nvidia.com/publication/2020-07_Spatiotemporal-reservoir-resampling 📝 Our earlier paper with the scene that took 3 weeks: https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ The 2D light transport webapp: https://benedikt-bitterli.me/tantalum/tantalum.html ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google’s New AI: Flying Through Virtual Worlds! 🕊️

N-Pf9lCFi4E | 29 May 2022

Google’s New AI: Flying Through Virtual Worlds! 🕊️

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here (thank you Soumik!): http://wandb.me/Mip-NeRF 📝 The paper "Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fields" is available here: https://jonbarron.info/mipnerf360/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Makes You A Virtual Stuntman! 💪

ayuEnJmwocE | 26 May 2022

This AI Makes You A Virtual Stuntman! 💪

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "Human Dynamics from Monocular Video with Dynamic Camera Movements" is available here: https://mrl.snu.ac.kr/research/ProjectMovingCam/MovingCam.html ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind’s New AI Thinks It Is A Genius! 🤖

aPiHhJjN3hI | 22 May 2022

DeepMind’s New AI Thinks It Is A Genius! 🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "DeepMind Gopher - Scaling Language Models: Methods, Analysis & Insights from Training Gopher" is available here: https://arxiv.org/abs/2112.11446 https://deepmind.com/blog/article/language-modelling-at-scale ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New AI Grows Objects Out Of Nothing! 🤖

5j8I7V6blqM | 18 May 2022

NVIDIA’s New AI Grows Objects Out Of Nothing! 🤖

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here (thank you Soumik!): http://wandb.me/3d-inverse-rendering 📝 The paper "Extracting Triangular 3D Models, Materials, and Lighting From Images" is available here: https://research.nvidia.com/publication/2021-11_Extracting-Triangular-3D https://nvlabs.github.io/nvdiffrec/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind’s New AI Learns From Humans! 🤖

CFT-2soU508 | 13 May 2022

DeepMind’s New AI Learns From Humans! 🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Learning Robust Real-Time Cultural Transmission without Human Data" is available here: https://www.deepmind.com/research/publications/2022/Learning-Robust-Real-Time-Cultural-Transmission-without-Human-Data https://sites.google.com/view/dm-cgi ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1430105/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind's New AI: A Spark Of Intelligence! 👌

L9kA8nSJdYw | 10 May 2022

DeepMind's New AI: A Spark Of Intelligence! 👌

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Creating Multimodal Interactive Agents with Imitation and Self-Supervised Learning" is available here: https://deepmind.com/research/publications/2021/Creating-Interactive-Agents-with-Imitation-Learning ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #DeepMind

NVIDIA’s Robot AI Finally Enters The Real World! 🤖

-t-Pze6DNig | 07 May 2022

NVIDIA’s Robot AI Finally Enters The Real World! 🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "CLIPort: What and Where Pathways for Robotic Manipulation" is available here: https://cliport.github.io/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind’s New AI Finally Enters The Real World! 🤖

zxyZSxnTrZs | 04 May 2022

DeepMind’s New AI Finally Enters The Real World! 🤖

❤️ Check out Cohere and sign up for free today: https://cohere.ai/papers 📝 The paper "MuZero with Self-competition for Rate Control in VP9 Video Compression" is available here: https://deepmind.com/blog/article/MuZeros-first-step-from-research-into-the-real-world https://storage.googleapis.com/deepmind-media/MuZero/MuZero%20with%20self-competition.pdf deepmind https://arxiv.org/abs/2202.06626 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #DeepMind #MuZero

This New AI is Photoshop For Your Hair! 🧔

YNY_ZEuDncM | 01 May 2022

This New AI is Photoshop For Your Hair! 🧔

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here (thank you Soumik Rakshit!): http://wandb.me/barbershop 📝 The paper "Barbershop: GAN-based Image Compositing using Segmentation Masks" is available here: https://zpdesu.github.io/Barbershop/ https://github.com/ZPdesu/Barbershop ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Paul F, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA's Ray Tracing AI - This is The Next Level! 🤯

yl1jkmF7Xug | 26 Apr 2022

NVIDIA's Ray Tracing AI - This is The Next Level! 🤯

❤️ Check out Weights & Biases and say hi in their community forum here: https://wandb.me/paperforum 📝 The paper "Neural Control Variates" is available here: https://research.nvidia.com/publication/2021-01_Neural-Control-Variates https://tom94.net/data/publications/mueller20neural/interactive-viewer/ 🔆 The free light transport course is available here. You'll love it! https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Paul F, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia #rtx

OpenAI’s New AI Writes The Story Of Your Life! ✍️

0YypAl8mBsY | 24 Apr 2022

OpenAI’s New AI Writes The Story Of Your Life! ✍️

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The post about GPT-3's Edit and Insert capabilities are available here: https://openai.com/blog/gpt-3-edit-insert/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Paul F, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1052010/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #OpenAI #GPT3

OpenAI DALL·E 2: Top 10 Insane Results! 🤖

X3_LD3R_Ygs | 21 Apr 2022

OpenAI DALL·E 2: Top 10 Insane Results! 🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Hierarchical Text-Conditional Image Generation with CLIP Latents" is available here: https://openai.com/dall-e-2/ https://www.instagram.com/openaidalle/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Paul F, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Chapters 00:00 Intro 00:34 GPT-3 - OpenAI's Text Magic 01:18 Image-GPT Was Born 01:55 Dall-E 02:44 Dall-E 2! 03:30 1. Panda mad scientist 03:55 2. Teddy bear mad scientists 04:20 3. Teddy skating on Times Square 05:05 4. Nebula dunking 05:30 5. Cat Napoleon 05:57 6. Flamingos everywhere! 06:49 7. Don't forget the corgis! 07:43 8. It can do interior design! 08:50 9. Dall-E 2 vs Dall-E 3 09:28 10. Not perfect 09:57 Bonus: Hold on to your papers! 10:18 It draws itself 10:42 One more thing 11:07 Another legendary paper Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #OpenAI #DallE #DallE2

NVIDIA's New AI: Next Level Image Editing! 👌

cS4jCvzey-4 | 16 Apr 2022

NVIDIA's New AI: Next Level Image Editing! 👌

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here (thank you Soumik Rakshit!): http://wandb.me/EditGAN 📝 The paper "EditGAN: High-Precision Semantic Image Editing" is available here: https://nv-tlabs.github.io/editGAN/ https://arxiv.org/abs/2111.03186 https://github.com/nv-tlabs/editGAN_release https://nv-tlabs.github.io/editGAN/editGAN_supp_compressed.pdf ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Paul F, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #NVIDIA #EditGAN

This New AI Makes DeepFakes... For Animation Movies! 🧑‍🎨

4lQkQSmA8nA | 12 Apr 2022

This New AI Makes DeepFakes... For Animation Movies! 🧑‍🎨

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Stitch it in Time: GAN-Based Facial Editing of Real Videos" is available here: https://stitch-time.github.io/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Paul F, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #deepfake #deepfakes

OpenAI’s New AI Thinks That Birds Aren’t Real! 🕊️

PmxhCyhevMY | 09 Apr 2022

OpenAI’s New AI Thinks That Birds Aren’t Real! 🕊️

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The #OpenAI paper "Aligning Language Models to Follow Instructions" is available here: https://openai.com/blog/instruction-following/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Paul F, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: - https://pixabay.com/photos/seagull-gull-bird-wildlife-sea-1900657/ - https://pixabay.com/vectors/cross-no-x-forbidden-closed-42928/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 00:00 Intro 01:16 Moon landing 02:10 Round 1 - Smashing pumpkins 03:36 Round 2 - Code summarization 04:23 Round 3 - Frog poem! 05:06 Users love it 05:50 What? Birds aren't real? Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Adobe’s New AI: Next Level Cat Videos! 🐈

qtOkktTNs-k | 06 Apr 2022

Adobe’s New AI: Next Level Cat Videos! 🐈

❤️ Check out Cohere and sign up for free today: https://cohere.ai/papers 📝 The paper "GANgealing GAN-Supervised Dense Visual Alignment" is available here: https://www.wpeebles.com/gangealing Note that this work is a collaboration between Adobe Research, UC Berkeley, CMU and MIT CSAIL. Try it!: - https://colab.research.google.com/drive/1JkUjhTjR8MyLxwarJjqnh836BICfocTu?usp=sharing - https://github.com/wpeebles/gangealing ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Paul F, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photos/maine-coon-cat-pet-white-cat-5778153/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu The background is an illustration. Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #Adobe

Waymo's AI Recreates San Francisco From 2.8 Million Photos! 🚘

8AZhcnWOK7M | 02 Apr 2022

Waymo's AI Recreates San Francisco From 2.8 Million Photos! 🚘

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here (Thank you Soumik Rakshit!): http://wandb.me/2min-block-nerf 📝 The paper "Block-NeRF Scalable Large Scene Neural View Synthesis" from #Waymo is available here: https://waymo.com/research/block-nerf/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Paul F, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Creates Beautiful Light Simulations! 🔆

cwS_Fw4u0rM | 30 Mar 2022

This AI Creates Beautiful Light Simulations! 🔆

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Neural Radiosity" is available here: http://www.cs.umd.edu/~saeedhd/#portfolio/neural_radiosity 🔆 The free light transport course is available here. You'll love it! https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ 📝 The neural rendering paper "Gaussian Material Synthesis" is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Paul F, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photos/cup-coffee-tea-kitchenware-drink-3199384/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu The thumbnail is used as illustration. Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Chapters: 00:00 Intro 00:12 Chapter 1 - Radiosity 01:55 Chapter 2 - Neural Rendering 03:26 Chapter 3 - Neural Radiosity? Can that really be? Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA's New AI: Enhance! 🔍

e0yEOw6Zews | 27 Mar 2022

NVIDIA's New AI: Enhance! 🔍

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "EG3D: Efficient Geometry-aware 3D Generative Adversarial Networks" is available here: https://matthew-a-chan.github.io/EG3D/ 📝 The latent space material synthesis paper "Gaussian Material Synthesis" is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Paul F, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photos/discus-fish-fish-aquarium-fauna-1943755/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #NVIDIA

DeepMind AlphaFold: A Gift To Humanity! 🧬

FYVf0bRgO5Q | 24 Mar 2022

DeepMind AlphaFold: A Gift To Humanity! 🧬

❤️ Train a neural network and track your experiments with Weights & Biases here: http://wandb.me/paperintro 📝 The paper "Highly accurate protein structure prediction with #AlphaFold" is available here: https://www.nature.com/articles/s41586-021-03819-2 https://deepmind.com/blog/article/alphafold-a-solution-to-a-50-year-old-grand-challenge-in-biology Protein database: https://alphafold.ebi.ac.uk/ More on this: https://deepmind.com/blog/article/alphafold-a-solution-to-a-50-year-old-grand-challenge-in-biology https://deepmind.com/research/case-studies/alphafold https://deepmind.com/blog/article/putting-the-power-of-alphafold-into-the-worlds-hands ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Chapters: 00:00 What is protein folding? 01:00 Is it so hard! 04:08 CASP 05:15 AlphaFold's results 06:41 Let's look inside! 07:41 Iterative refinement 08:41 Convolutional neural networks 08:51 Transformers 09:55 Everything matters! 10:58 Adding physics knowledge 13:00 What is this good for? 13:33 A gift to humanity! 14:05 Future works 14:56 AlphaFold's weaknesses 15:16 An important message Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This New Rescue Robot Doggy AI Is Amazing! 🦮

XM-rKTOyD_k | 19 Mar 2022

This New Rescue Robot Doggy AI Is Amazing! 🦮

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here (Thank you Soumik Rakshit!): http://wandb.me/perceptive-locomotion 📝 The paper "Learning robust perceptive locomotion for quadrupedal robots in the wild" is available here: https://leggedrobotics.github.io/rl-perceptiveloco/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind's New AI: As Smart As An Engineer... Kind Of! 🤯

x_cxDgR1x-c | 17 Mar 2022

DeepMind's New AI: As Smart As An Engineer... Kind Of! 🤯

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Competition-Level Code Generation with AlphaCode" is available here: https://alphacode.deepmind.com/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #deepmind #alphacode

NVIDIA's Magical AI Speaks Using Your Voice! 🙊

KeepnvtICWo | 12 Mar 2022

NVIDIA's Magical AI Speaks Using Your Voice! 🙊

❤️ Check out Cohere and sign up for free today: https://cohere.ai/papers 📝 The paper "Audio-Driven Facial Animation by Joint End-to-End Learning of Pose and Emotion" is available here: https://research.nvidia.com/publication/2017-07_Audio-Driven-Facial-Animation Details about #Audio2Face are available here: https://www.nvidia.com/en-us/omniverse/apps/audio2face/ https://docs.omniverse.nvidia.com/app_audio2face/app_audio2face/overview.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/vectors/triangles-polygon-color-pink-1430105/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

This New AI Can Find Your Dog In A Video! 🐩

xpqMmmUkc_0 | 10 Mar 2022

This New AI Can Find Your Dog In A Video! 🐩

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "MTTR - End-to-End Referring Video Object Segmentation with Multimodal Transformers" is available here: https://arxiv.org/abs/2111.14821 https://github.com/mttr2021/MTTR https://huggingface.co/spaces/MTTR/MTTR-Referring-Video-Object-Segmentation https://colab.research.google.com/drive/12p0jpSx3pJNfZk-y_L44yeHZlhsKVra-?usp=sharing 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-5953883/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Is Simulating A Jelly Sandwich Possible? 🦑

v9aOsn8a-z4 | 06 Mar 2022

Is Simulating A Jelly Sandwich Possible? 🦑

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Accelerated complex-step finite difference for expedient deformable simulation" is available here: http://www.cad.zju.edu.cn/home/weiweixu/wwxu2019.files/acf.pdf https://dl.acm.org/doi/10.1145/3355089.3356493 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Is OpenAI’s AI As Smart As A University Student? 🤖

9JZdAq8poww | 03 Mar 2022

Is OpenAI’s AI As Smart As A University Student? 🤖

❤️ Check out Weights & Biases and say hi in their community forum here: https://wandb.me/paperforum 📝 The three papers are available here: Grade school math: https://openai.com/blog/grade-school-math/ University level math: https://arxiv.org/abs/2112.15594 Olympiad: https://openai.com/blog/formal-math/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #openai

These Smoke Simulations Have A Catch! 💨

QrsxIa0JDi4 | 27 Feb 2022

These Smoke Simulations Have A Catch! 💨

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Spiral-Spectral Fluid Simulation" is available here: http://www.tkim.graphics/SPIRAL/SpiralSpectralFluids.pdf ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

A Repulsion Simulation! But Why? 🐰

M0RuBETA2f4 | 24 Feb 2022

A Repulsion Simulation! But Why? 🐰

❤️ Train a neural network and track your experiments with Weights & Biases here: http://wandb.me/paperintro 📝 The "Repulsive Surfaces" and "Repulsive Curves" papers are available here: https://www.cs.cmu.edu/~kmcrane/Projects/RepulsiveSurfaces/index.html http://www.cs.cmu.edu/~kmcrane/Projects/RepulsiveCurves/index.html ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New AI: Wow, Instant Neural Graphics! 🤖

j8tMk-GE8hY | 19 Feb 2022

NVIDIA’s New AI: Wow, Instant Neural Graphics! 🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 #NVIDIA's paper "Instant Neural Graphics Primitives with a Multiresolution Hash Encoding" is available here: https://nvlabs.github.io/instant-ngp/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New AI: Superb Details, Super Fast! 🤖

eaSTGOgO-ss | 15 Feb 2022

NVIDIA’s New AI: Superb Details, Super Fast! 🤖

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here (thank you Soumik Rakshit!): https://wandb.ai/geekyrakshit/poegan/reports/PoE-GAN-Generating-Images-from-Multi-Modal-Inputs--VmlldzoxNTA5MzUx 📝 The paper "Multimodal Conditional Image Synthesis with Product-of-Experts GANs" (#PoEGAN) is available here: https://deepimagination.cc/PoE-GAN/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

Adobe's New Method: Stunning Creatures... Even Cheaper! 👾

DTqcPEhSHB8 | 12 Feb 2022

Adobe's New Method: Stunning Creatures... Even Cheaper! 👾

❤️ Check out Cohere and sign up for free today: https://cohere.ai/papers 📝 The paper "Tessellation-Free Displacement Mapping for Ray Tracing" is available here: https://research.adobe.com/publication/tessellation-free-displacement-mapping-for-ray-tracing/ https://perso.telecom-paristech.fr/boubek/papers/TFDM/ 📝 Our previous paper with the planet scene: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI GLIDE AI: Astounding Power! 🤖

ItKi3h7IY2o | 10 Feb 2022

OpenAI GLIDE AI: Astounding Power! 🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "OpenAI GLIDE: Astounding Power, Now Even Cheaper!" is available here: https://github.com/openai/glide-text2im https://arxiv.org/abs/2112.10741 Try it here - and leave a comment with your results if you have found something cool! https://github.com/openai/glide-text2im 📝 Our material synthesis paper with the fluids: https://users.cg.tuwien.ac.at/zsolnai/gfx/photorealistic-material-learning-and-synthesis/ 🕊️ My twitter: https://twitter.com/twominutepapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Can A Goldfish Drive a Car? Yes! But How? 🐠

WAuaCBmHa3U | 06 Feb 2022

Can A Goldfish Drive a Car? Yes! But How? 🐠

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "From fish out of water to new insights on navigation mechanisms in animals" is available here: https://www.sciencedirect.com/science/article/abs/pii/S0166432821005994 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Is Simulating Turbulent Smoke Possible?💨

dQMvii1KGOY | 03 Feb 2022

Is Simulating Turbulent Smoke Possible?💨

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Predicting High-Resolution Turbulence Details in Space and Time" is available here: http://www.geometry.caltech.edu/pubs/BWDL21.pdf 📝 Wavelet Turbulence - one of the best papers ever written (in my opinion): https://www.cs.cornell.edu/~tedkim/WTURB/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Next Level Paint Simulations Are Coming! 🎨🖌️

b2D_5G_npVI | 01 Feb 2022

Next Level Paint Simulations Are Coming! 🎨🖌️

❤️ Check out the Gradient Dissent podcast by Weights & Biases: http://wandb.me/gd  📝 The paper "Practical Pigment Mixing for Digital Painting" is available here: https://scrtwpns.com/mixbox/ Tweet at me if you used this to paint something cool! - https://twitter.com/twominutepapers ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Adobe's New Simulation: Bunnies Everywhere! 🐰

uBGY9-GaSdo | 29 Jan 2022

Adobe's New Simulation: Bunnies Everywhere! 🐰

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "FrictionalMonolith: A Monolithic Optimization-based Approach for Granular Flow with Contact-Aware Rigid-Body " is available here: https://tetsuya-takahashi.github.io/FrictionalMonolith/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Wish to watch these videos in early access? Join us here: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Wow, A Simulation That Matches Reality! 🤯

v8n4JEMJrrU | 27 Jan 2022

Wow, A Simulation That Matches Reality! 🤯

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Fast and Versatile Fluid-Solid Coupling for Turbulent Flow Simulation" is available here: http://www.geometry.caltech.edu/pubs/LLDL21.pdf ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Credits from the paper: Ansys Inc. 3D meshes were provided by GrabCAD users Aisak (Fig. 1), Mehmet Boztaş (turbine blade in Fig. 20), Vedad Saletovic (turbine tower in Fig. 20), Dhanasekar Vinayagamoorthy (Fig. 22), and CustomWorkx Belgium (Fig. 25), as well as Sketchfab users Cosche (Fig. 4), Opus Poly (Fig. 21), and Lexyc16 (Fig. 27). 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Wish to watch these videos in early access? Join us here: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Can an AI Become A Hair Stylist? 💇

0ISa3uubuac | 26 Jan 2022

Can an AI Become A Hair Stylist? 💇

❤️ Check out Weights & Biases and say hi in their community forum here: https://wandb.me/paperforum 📝 The paper "SketchHairSalon: Deep Sketch-based Hair Image Synthesis" is available here: https://chufengxiao.github.io/SketchHairSalon/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Wish to watch these videos in early access? Join us here: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Meet The Ultimate AI Stuntman! 🏋

14tNq-fqTmQ | 22 Jan 2022

Meet The Ultimate AI Stuntman! 🏋

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Learning Time-Critical Responses for Interactive Character Control" is available here: https://mrl.snu.ac.kr/research/ProjectAgile/Agile.html ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Wish to watch these videos in early access? Join us here: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #gamedev

NVIDIA’s New AI Draws Images With The Speed of Thought! ⚡

Wbid5rvCGos | 20 Jan 2022

NVIDIA’s New AI Draws Images With The Speed of Thought! ⚡

❤️ Check out Cohere and sign up for free today: https://cohere.ai/papers Online demo - http://gaugan.org/gaugan2/ NVIDIA Canvas - https://www.nvidia.com/en-us/studio/canvas/ 📝 The previous paper "Semantic Image Synthesis with Spatially-Adaptive Normalization" is available here: https://nvlabs.github.io/SPADE/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Wish to watch these videos in early access? Join us here: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

New Weather Simulator: Almost Perfect! 🌤

mY2ozPHn0w4 | 15 Jan 2022

New Weather Simulator: Almost Perfect! 🌤

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Weatherscapes: Nowcasting Heat Transfer and Water Continuity" is available here: http://computationalsciences.org/publications/amador-herrera-2021-weatherscapes.html ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Wish to watch these videos in early access? Join us here: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Adobe’s New AI: Next Level Video Editing! 🤯

MCq0x01Jmi0 | 13 Jan 2022

Adobe’s New AI: Next Level Video Editing! 🤯

❤️ Train a neural network and track your experiments with Weights & Biases here: http://wandb.me/paperintro 📝 The paper "Layered Neural Atlases for Consistent Video Editing" is available here: https://layered-neural-atlases.github.io/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Wish to watch these videos in early access? Join us here: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Photos Go In, Reality Comes Out…And Fast! 🌁

yptwRRpPEBM | 11 Jan 2022

Photos Go In, Reality Comes Out…And Fast! 🌁

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Plenoxels: Radiance Fields without Neural Networks" is available here: https://alexyu.net/plenoxels/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Wish to watch these videos in early access? Join us here: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Stanford Invented The Ultimate Bouncy Simulator! 🏀

55PJtqpXAm4 | 08 Jan 2022

Stanford Invented The Ultimate Bouncy Simulator! 🏀

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Bounce Maps: An Improved Restitution Model for Real-Time Rigid-Body Impact" is available here: https://graphics.stanford.edu/projects/bouncemap/ 📝 The amazing previous works: - Input video, output sound - https://www.youtube.com/watch?v=kwqme8mEgz4 - Input sound, output video - https://www.youtube.com/watch?v=aMo7pkkaZ9o ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Wish to watch these videos in early access? Join us here: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Creates Lava From Water…Sort Of! 🌊

S-Jj3ybaUNg | 04 Jan 2022

This AI Creates Lava From Water…Sort Of! 🌊

❤️ Check out the Gradient Dissent podcast by Weights & Biases: http://wandb.me/gd  📝 The paper "VGPNN: Diverse Generation from a Single Video Made Possible" is available here: https://nivha.github.io/vgpnn/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Wish to watch these videos in early access? Join us here: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

New AI Makes You Play Table Tennis…In a Virtual World! 🏓

mFnGBz_rPfU | 31 Dec 2021

New AI Makes You Play Table Tennis…In a Virtual World! 🏓

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "TransPose: Real-time 3D Human Translation and Pose Estimation with Six Inertial Sensors" is available here: https://calciferzh.github.io/publications/yi2021transpose https://xinyu-yi.github.io/TransPose/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Wish to watch these videos in early access? Join us here: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Microsoft’s AI Understands Humans…But It Had Never Seen One! 👩‍💼

wXaVokqhHDk | 27 Dec 2021

Microsoft’s AI Understands Humans…But It Had Never Seen One! 👩‍💼

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Fake It Till You Make It - Face analysis in the wild using synthetic data alone " is available here: https://microsoft.github.io/FaceSynthetics/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Wish to watch these videos in early access? Join us here: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google’s New AI: This is Where Selfies Go Hyper! 🤳

B-zxoJ9o7s0 | 23 Dec 2021

Google’s New AI: This is Where Selfies Go Hyper! 🤳

❤️ Check out Weights & Biases and say hi in their community forum here: https://wandb.me/paperforum 📝 The paper "A Higher-Dimensional Representation for Topologically Varying Neural Radiance Fields" is available here: https://hypernerf.github.io/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Wish to watch these videos in early access? Join us here: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Ubisoft’s New AI Predicts the Future of Virtual Characters! 🐺

szOMIn0YyUM | 22 Dec 2021

Ubisoft’s New AI Predicts the Future of Virtual Characters! 🐺

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "SuperTrack – Motion Tracking for Physically Simulated Characters using Supervised Learning" is available here: https://static-wordpress.akamaized.net/montreal.ubisoft.com/wp-content/uploads/2021/11/24183638/SuperTrack.pdf https://montreal.ubisoft.com/en/supertrack-motion-tracking-for-physically-simulated-characters-using-supervised-learning/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Wish to watch these videos in early access? Join us here: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Yes, These Are Virtual Dumplings! 🥟

EFiUalqhWDc | 18 Dec 2021

Yes, These Are Virtual Dumplings! 🥟

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Guaranteed Globally Injective 3D Deformation Processing" is available here: https://ipc-sim.github.io/IDP/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Wish to watch these videos in early access? Join us here: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New AI: Journey Into Virtual Reality!

MrKlPvWvQ2Q | 14 Dec 2021

NVIDIA’s New AI: Journey Into Virtual Reality!

❤️ Train a neural network and track your experiments with Weights & Biases here: http://wandb.me/paperintro 📝 The paper "Physics-based Human Motion Estimation and Synthesis from Videos" is available here: https://nv-tlabs.github.io/physics-pose-estimation-project-page/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Peter Edwards, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Wish to watch these videos in early access? Join us here: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

From Mesh To Yarn... In Real Time! 🧶

d3njVfnCdN0 | 11 Dec 2021

From Mesh To Yarn... In Real Time! 🧶

❤️ Check out the Gradient Dissent podcast by Weights & Biases: http://wandb.me/gd  📝 The paper "Mechanics-Aware Deformation of Yarn Pattern Geometry" is available here: https://visualcomputing.ist.ac.at/publications/2021/MADYPG/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Finally, This Table Cloth Pull is Now Possible! 🍽

KZhoU_3k0Nk | 07 Dec 2021

Finally, This Table Cloth Pull is Now Possible! 🍽

❤️Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Codimensional Incremental Potential Contact (C-IPC)" is available here: https://ipc-sim.github.io/C-IPC/ Erratum: The cover page in the first frame of the video is from a previous paper. It should be pointing to this: https://ipc-sim.github.io/C-IPC/file/paper.pdf ❤️Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #gamedev

This AI Makes Celebrities Old…For a Price! 👵

zDTUbtmUbG8 | 04 Dec 2021

This AI Makes Celebrities Old…For a Price! 👵

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "Only a Matter of Style: Age Transformation Using a Style-based Regression Model" is available here: https://yuval-alaluf.github.io/SAM/ Demo: https://replicate.ai/yuval-alaluf/sam ▶️Our Twitter: https://twitter.com/twominutepapers 📝 Our material synthesis paper with the latent space: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Simulating A Virtual World…For A Thousand Years! 🤯

8YOpFsZsR9w | 01 Dec 2021

Simulating A Virtual World…For A Thousand Years! 🤯

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Synthetic Silviculture: Multi-scale Modeling of Plant Ecosystems" is available here: https://storage.googleapis.com/pirk.io/projects/synthetic_silviculture/index.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Man VS Machine: Who Plays Table Tennis Better? 🤖

3wHbeq61Wn0 | 27 Nov 2021

Man VS Machine: Who Plays Table Tennis Better? 🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Optimal Stroke Learning with Policy Gradient Approach for Robotic Table Tennis" is available here: https://arxiv.org/abs/2109.03100 https://www.youtube.com/watch?v=SNnqtGLmX4Y ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Can We Simulate A Virtual Sponge? 🧽

qeSoAbJoi7c | 25 Nov 2021

Can We Simulate A Virtual Sponge? 🧽

❤️ Check out Weights & Biases and say hi in their community forum here: https://wandb.me/paperforum 📝 The paper "Unified particle system for multiple-fluid flow and porous material" is available here: https://cronfa.swansea.ac.uk/Record/cronfa57521 https://dl.acm.org/doi/10.1145/3450626.3459764 Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Sculpting Liquids in Virtual Reality! 🍷

ReBeJcmIlnA | 20 Nov 2021

Sculpting Liquids in Virtual Reality! 🍷

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers 📝 The paper "Interactive Liquid Splash Modeling by User Sketches" is available here: https://web.cse.ohio-state.edu/~wang.3602/Yan-2020-ILS/Yan-2020-ILS.pdf https://web.cse.ohio-state.edu/~wang.3602/publications.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #vr

New AI: Photos Go In, Reality Comes Out! 🌁

dZ_5TPWGPQI | 16 Nov 2021

New AI: Photos Go In, Reality Comes Out! 🌁

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "ADOP: Approximate Differentiable One-Pixel Point Rendering" is available here: https://arxiv.org/abs/2110.06635 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Enhance! Super Resolution Is Here! 🔍

WCAF3PNEc_c | 12 Nov 2021

Enhance! Super Resolution Is Here! 🔍

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Image Super-Resolution via Iterative Refinement " is available here: https://iterative-refinement.github.io/ https://github.com/Janspiry/Image-Super-Resolution-via-Iterative-Refinement 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Watch This Statue Grow Out Of Nothing! 🗽

Y6ezNI0Idsc | 09 Nov 2021

Watch This Statue Grow Out Of Nothing! 🗽

❤️ Check out Cohere and sign up for free today: https://cohere.ai/papers 📝 The paper "Large Steps in Inverse Rendering of Geometry" is available here: https://rgl.epfl.ch/publications/Nicolet2021Large 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s Stretchy Simulation: Super Quick! 🐘

QR5MFQnZM3k | 05 Nov 2021

NVIDIA’s Stretchy Simulation: Super Quick! 🐘

❤️ Train a neural network and track your experiments with Weights & Biases here: http://wandb.me/paperintro 📝 The paper "A Constraint-based Formulation of Stable Neo-Hookean Materials" is available here: https://mmacklin.com/neohookean.pdf 📝 The paper "Gaussian Material Synthesis" (with the pseudocode) is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia #gamedev

Can You See These Tiny Cloth Wrinkles? 👕

Mrdkyv0yXxY | 02 Nov 2021

Can You See These Tiny Cloth Wrinkles? 👕

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "GPU-based Simulation of Cloth Wrinkles at Submillimeter Levels" is available here: https://web.cse.ohio-state.edu/~wang.3602/publications.html https://dl.acm.org/doi/abs/10.1145/3450626.3459787 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Finally, Beautiful Elastic Simulations Are Here! 🦖🌵

M2QJ9iyGQ48 | 30 Oct 2021

Finally, Beautiful Elastic Simulations Are Here! 🦖🌵

❤️ Check out the Gradient Dissent podcast by Weights & Biases: http://wandb.me/gd  📝 The paper "Medial IPC: accelerated incremental potential contact with medial elastics" is available here: https://yangzzzy.github.io/PDF/medial_IPC_SIG21.pdf https://dl.acm.org/doi/10.1145/3450626.3459753 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Learned Physics...But How Good Is It? ⚛

VMCYRCCqR5Q | 27 Oct 2021

This AI Learned Physics...But How Good Is It? ⚛

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "High-order Differentiable Autoencoder for Nonlinear Model Reduction" is available here: https://arxiv.org/abs/2102.11026 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Michael Tedder, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Simulating An 800,000 Metric Ton Glacier! 🤯

U_VsRE0-SQE | 22 Oct 2021

Simulating An 800,000 Metric Ton Glacier! 🤯

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "A glacier–ocean interaction model for tsunami genesis due to iceberg calving" is available here: https://www.nature.com/articles/s43247-021-00179-7 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-566722/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s New Robot Cuts Like a Samurai! 🤺

6oJuf6BQ5gQ | 20 Oct 2021

NVIDIA’s New Robot Cuts Like a Samurai! 🤺

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "DiSECt – A Differentiable Simulation Engine for Autonomous Robotic Cutting" is available here: https://diff-cutting-sim.github.io/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1976954/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #NVIDIA

This Image Is Fine. Completely Fine. 🤖

BS2la3C-TYc | 16 Oct 2021

This Image Is Fine. Completely Fine. 🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "The Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement Learning" is available here: https://attentionneuron.github.io/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Finally, Beautiful Virtual Scenes…For Less! ☀️

9L5NqNDZHjk | 12 Oct 2021

Finally, Beautiful Virtual Scenes…For Less! ☀️

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/latentspace/published-work/The-Science-of-Debugging-with-W-B-Reports--Vmlldzo4OTI3Ng 📝 The paper "DONeRF: Towards Real-Time Rendering of Compact Neural Radiance Fields using Depth Oracle Networks" is available here: https://depthoraclenerf.github.io/ Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1477041/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This New Method Can Simulate a Vast Ocean! 🌊

ia-VBSF4KXA | 09 Oct 2021

This New Method Can Simulate a Vast Ocean! 🌊

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Ships, Splashes, and Waves on a Vast Ocean" is available here: http://computationalsciences.org/publications/huang-2021-vast-ocean.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

3D Modeling Without An Artist…Possible? 👩‍🎨

IXqj4HqNbPE | 05 Oct 2021

3D Modeling Without An Artist…Possible? 👩‍🎨

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "DAG Amendment for Inverse Control of Parametric Shapes" is available here: https://perso.telecom-paristech.fr/boubek/papers/DAG_Amendment/ Check out Yannic Kilcher's channel here: https://www.youtube.com/c/YannicKilcher/videos 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Learned Some Crazy Fighting Moves! 🥊

t33jvL7ftd4 | 02 Oct 2021

This AI Learned Some Crazy Fighting Moves! 🥊

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Neural Animation Layering for Synthesizing Martial Arts Movements" is available here: https://github.com/sebastianstarke/AI4Animation/blob/master/Media/SIGGRAPH_2021/Paper.pdf https://github.com/sebastianstarke/AI4Animation 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #gamedev

This AI Stuntman Just Keeps Getting Better! 🏃

ZDItmrqfxwI | 29 Sep 2021

This AI Stuntman Just Keeps Getting Better! 🏃

❤️ Train a neural network and track your experiments with Weights & Biases here: http://wandb.me/paperintro 📝 The paper "Learning a family of motor skills from a single motion clip" is available here: http://mrl.snu.ac.kr/research/ProjectParameterizedMotion/ParameterizedMotion.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #gamedev

NVIDIA’s New Technique: Beautiful Models For Less! 🌲

ogL-2IClOug | 25 Sep 2021

NVIDIA’s New Technique: Beautiful Models For Less! 🌲

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Appearance-Driven Automatic 3D Model Simplification" is available here: https://research.nvidia.com/publication/2021-04_Appearance-Driven-Automatic-3D 📝 The differentiable material synthesis paper is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/photorealistic-material-learning-and-synthesis/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1225988/ Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia #gamedev

The Tale Of The Unscrewable Bolt! 🔩

CfJ074h9K8s | 21 Sep 2021

The Tale Of The Unscrewable Bolt! 🔩

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/mathisfederico/wandb_features/reports/Visualizing-Confusion-Matrices-With-W-B--VmlldzoxMzE5ODk 📝 The paper "Intersection-free Rigid Body Dynamics" is available here: https://ipc-sim.github.io/rigid-ipc/ Scene credits: - Bolt - YSoft be3D - Expanding Lock Box - Angus Deveson - Bike Chain and Sprocket - Okan (bike chain), Hampus Andersson (sprocket) 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Makes Digital Copies of Humans! 👤

rawsSOLNYE0 | 18 Sep 2021

This AI Makes Digital Copies of Humans! 👤

❤️ Check out the Gradient Dissent podcast by Weights & Biases: http://wandb.me/gd  📝 The paper "The Relightables: Volumetric Performance Capture of Humans with Realistic Relighting" is available here: https://augmentedperception.github.io/therelightables/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #vr

Meet Your Virtual Level Designer! 🎮

HnkVoOdTiSo | 15 Sep 2021

Meet Your Virtual Level Designer! 🎮

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/ayush-thakur/interpretability/reports/Interpretability-in-Deep-Learning-With-W-B-CAM-and-GradCAM--Vmlldzo5MTIyNw 📝 The paper "Adversarial Reinforcement Learning for Procedural Content Generation" is available here: https://www.ea.com/seed/news/cog2021-adversarial-rl-content-generation 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #gamedev

OpenAI Codex: Just Say What You Want! 🤖

81rBzfbFLiE | 11 Sep 2021

OpenAI Codex: Just Say What You Want! 🤖

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Evaluating Large Language Models Trained on Code" is available here: https://openai.com/blog/openai-codex/ Codex tweet/application links: Explaining code: https://twitter.com/CristiVlad25/status/1432017112885833734 Pong game: https://twitter.com/slava__bobrov/status/1425904829013102602 Blender Scripting: https://www.youtube.com/watch?v=MvHbrVfEuyk GPT-3 tweet/application links: Website layout: https://twitter.com/sharifshameem/status/1283322990625607681 Plots: https://twitter.com/aquariusacquah/status/1285415144017797126?s=12 Typesetting math: https://twitter.com/sh_reya/status/1284746918959239168 Population data: https://twitter.com/pavtalk/status/1285410751092416513 Legalese: https://twitter.com/f_j_j_/status/1283848393832333313 Nutrition labels: https://twitter.com/lawderpaul/status/1284972517749338112 User interface design: https://twitter.com/jsngr/status/1284511080715362304 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #openai #codex

Watch Tesla’s Self-Driving Car Learn In a Simulation! 🚘

6hkiTejoyms | 08 Sep 2021

Watch Tesla’s Self-Driving Car Learn In a Simulation! 🚘

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #tesla

This AI Creates Virtual Fingers! 🤝

_9Bli4zCzZY | 04 Sep 2021

This AI Creates Virtual Fingers! 🤝

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "ManipNet: Neural Manipulation Synthesis with a Hand-Object Spatial Representation" is available here: https://github.com/cghezhang/ManipNet ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-5859606/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #vr

This AI Helps Making A Music Video! 💃

UrB-tqA8oeg | 02 Sep 2021

This AI Helps Making A Music Video! 💃

❤️ Train a neural network and track your experiments with Weights & Biases here: http://wandb.me/paperintro 📝 The paper Editable Free-Viewpoint Video using a Layered Neural Representation"" is available here: https://jiakai-zhang.github.io/st-nerf/ https://github.com/DarlingHang/st-nerf 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-882940/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Learned Boxing…With Serious Knockout Power! 🥊

SsJ_AusntiU | 29 Aug 2021

This AI Learned Boxing…With Serious Knockout Power! 🥊

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Control Strategies for Physically Simulated Characters Performing Two-player Competitive Sports" is available here: https://research.fb.com/publications/control-strategies-for-physically-simulated-characters-performing-two-player-competitive-sports/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This Magical AI Cuts People Out Of Your Videos! ✂️

lCBSGOwV-_o | 25 Aug 2021

This Magical AI Cuts People Out Of Your Videos! ✂️

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned report is available here: https://wandb.ai/_scott/omnimatte/reports/Omnimatte-Associating-Objects-and-Their-Effects--Vmlldzo5MDQxNTc 📝 The paper "Omnimatte: Associating Objects and Their Effects in Video" is available here: https://omnimatte.github.io/ Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Or join us here: https://www.youtube.com/user/keeroyz/join Thumbnail background image credit: https://pixabay.com/images/id-4762800/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind’s AI Plays Catch…And So Much More! 🤖

uuzow7TEQ1s | 22 Aug 2021

DeepMind’s AI Plays Catch…And So Much More! 🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Open-Ended Learning Leads to Generally Capable Agents" is available here: https://deepmind.com/blog/article/generally-capable-agents-emerge-from-open-ended-play https://deepmind.com/research/publications/open-ended-learning-leads-to-generally-capable-agents ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Or join us here: https://www.youtube.com/user/keeroyz/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #deepmind

Virtual Bones Make Everything Better! 💪

iZA9bl-t6J4 | 14 Aug 2021

Virtual Bones Make Everything Better! 💪

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/jxmorris12/huggingface-demo/reports/A-Step-by-Step-Guide-to-Tracking-Hugging-Face-Model-Performance--VmlldzoxMDE2MTU 📝 The paper "Direct Delta Mush Skinning Compression with Continuous Examples" is available here: https://binh.graphics/papers/2021s-DDMC/ https://media.contentapi.ea.com/content/dam/ea/seed/presentations/ddm-compression-with-continuous-examples.pdf 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Timothy, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Or join us here: https://www.youtube.com/user/keeroyz/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #gamedev

Beautiful Thin Film Simulations Are Now Possible! 🤯

eQRZ7FUkwKo | 10 Aug 2021

Beautiful Thin Film Simulations Are Now Possible! 🤯

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Thin-Film Smoothed Particle Hydrodynamics Fluid" is available here: https://arxiv.org/abs/2105.07656 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Or join us here: https://www.youtube.com/user/keeroyz/join Thumbnail background image credit: https://pixabay.com/images/id-801835/ Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

New AI Research Work Fixes Your Choppy Videos! 🎬

G00A1Fyr5ZQ | 07 Aug 2021

New AI Research Work Fixes Your Choppy Videos! 🎬

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Time Lens: Event-based Video Frame Interpolation" is available here: http://rpg.ifi.uzh.ch/TimeLens.html ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Or join us here: https://www.youtube.com/user/keeroyz/join Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Rendering Shiny Things: Finally, A Problem No More! 🍰

-4M-xoE6iH0 | 04 Aug 2021

Rendering Shiny Things: Finally, A Problem No More! 🍰

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "NeX: Real-time View Synthesis with Neural Basis Expansion " is available here: https://nex-mpi.github.io/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Or join us here: https://www.youtube.com/user/keeroyz/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Thumbnail background image credit: https://pixabay.com/images/id-5712284/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Is This Simulation Wrong? 👕

8qeCjeJTnvI | 31 Jul 2021

Is This Simulation Wrong? 👕

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Fast Linking Numbers for Topology Verification of Loopy Structures " is available here: https://graphics.stanford.edu/papers/fastlinkingnumbers/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Or join us here: https://www.youtube.com/user/keeroyz/join Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind’s Robot Inserts A USB Stick! 🤖

_8ExhGic_Co | 27 Jul 2021

DeepMind’s Robot Inserts A USB Stick! 🤖

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/stacey/yolo-drive/reports/Bounding-Boxes-for-Object-Detection--Vmlldzo4Nzg4MQ 📝 The paper "Scaling data-driven robotics with reward sketching and batch reinforcement learning" is available here: https://sites.google.com/view/data-driven-robotics/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Or join us here: https://www.youtube.com/user/keeroyz/join Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s Face Generator AI: This Is The Next Level! 👩‍🔬

0zaGYLPj4Kk | 24 Jul 2021

NVIDIA’s Face Generator AI: This Is The Next Level! 👩‍🔬

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "Alias-Free GAN" is available here: https://nvlabs.github.io/alias-free-gan/ 📝 Our material synthesis paper is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Or join us here: https://www.youtube.com/user/keeroyz/join Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nvidia

Neural Materials Are Amazing! 🔮

1F-WnarzkX8 | 21 Jul 2021

Neural Materials Are Amazing! 🔮

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/stacey/xray/reports/X-Ray-Illumination--Vmlldzo4MzA5MQ 📝 The paper "NeuMIP: Multi-Resolution Neural Materials" is available here: https://cseweb.ucsd.edu/~viscomp/projects/NeuMIP/ 📝 Our latent space technique: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ 📝 Our “Photoshop” technique: https://users.cg.tuwien.ac.at/zsolnai/gfx/photorealistic-material-editing/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Or join us here: https://www.youtube.com/user/keeroyz/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

A Simulation That Looks Like Reality! 🤯

VqeNSZqiBzc | 17 Jul 2021

A Simulation That Looks Like Reality! 🤯

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Solid-Fluid Interaction with Surface-Tension-Dominant Contact" is available here: https://lwruan.com/publication/waterstrider/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Or join us here: https://www.youtube.com/user/keeroyz/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This Magical AI Makes Your Photos Move! 🤳

BpApq2EPDXE | 13 Jul 2021

This Magical AI Makes Your Photos Move! 🤳

❤️ Check out the Gradient Dissent podcast by Weights & Biases: http://wandb.me/gd  📝 The paper "Endless Loops: Detecting and Animating Periodic Patterns in Still Images" and the app are available here: https://pub.res.lightricks.com/endless-loops/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Helps Testing The Games Of The Future! 🤖

Nz-X3cCeXVE | 10 Jul 2021

This AI Helps Testing The Games Of The Future! 🤖

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here: https://colab.research.google.com/drive/1gKixa6hNUB8qrn1CfHirOfTEQm0qLCSS 📝 The paper "Improving Playtesting Coverage via Curiosity Driven Reinforcement Learning Agents" is available here: https://www.ea.com/seed/news/cog2021-curiosity-driven-rl-agents 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Or join us here: https://www.youtube.com/user/keeroyz/join Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #gamedev

NVIDIA’s GANCraft AI: Feels Like Magic! 🌴 …Also, 1 Million Subs! 🥳

jl0XCslxwB0 | 07 Jul 2021

NVIDIA’s GANCraft AI: Feels Like Magic! 🌴 …Also, 1 Million Subs! 🥳

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Unsupervised 3D Neural Rendering of Minecraft Worlds" is available here: https://nvlabs.github.io/GANcraft/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #minecraft #gancraft

One Simulation Paper, Tons of Progress! 💇

Lp4k4O_HEeQ | 03 Jul 2021

One Simulation Paper, Tons of Progress! 💇

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Revisiting Integration in the Material Point Method" is available here: http://yunfei.work/asflip/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Klaus Busse, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Simulating The Olympics… On Mars! 🌗

7WgtK1C4hQg | 26 Jun 2021

Simulating The Olympics… On Mars! 🌗

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Discovering Diverse Athletic Jumping Strategies" is available here: https://arpspoof.github.io/project/jump/jump.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Burning Down an Entire Virtual Forest! 🌲🔥

AGCH1GR7pPU | 22 Jun 2021

Burning Down an Entire Virtual Forest! 🌲🔥

❤️ Check out the Gradient Dissent podcast by Weights & Biases: http://wandb.me/gd  📝 The paper "Fire in Paradise: Mesoscale Simulation of Wildfires" is available here: http://computationalsciences.org/publications/haedrich-2021-wildfires.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #gamedev

Glitter Simulation, Now Faster Than Ever! ✨

2qqDwaZlkE0 | 19 Jun 2021

Glitter Simulation, Now Faster Than Ever! ✨

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/wandb/getting-started/reports/Debug-Compare-Reproduce-Machine-Learning-Models--VmlldzoyNzY5MDk?utm_source=karoly 📝 The paper "Slope-Space Integrals for Specular Next Event Estimation" is available here: https://rgl.epfl.ch/publications/Loubet2020Slope ☀️ Free rendering course: https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ 🔮 Paper with the difficult scene: https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Google’s New AI Puts Video Calls On Steroids! 💪

SEsYo9L5lOo | 15 Jun 2021

Google’s New AI Puts Video Calls On Steroids! 💪

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "Total Relighting: Learning to Relight Portraits for Background Replacement" is available here: https://augmentedperception.github.io/total_relighting/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This is Grammar For Robots. What? Why? 🤖

rSPwOeX46UA | 12 Jun 2021

This is Grammar For Robots. What? Why? 🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "RoboGrammar: Graph Grammar for Terrain-Optimized Robot Design " is available here: https://people.csail.mit.edu/jiex/papers/robogrammar/index.html Breakdancing robot paper: http://moghs.csail.mit.edu/ Building grammar paper: https://www.cg.tuwien.ac.at/research/publications/2015/Ilcik_2015_LAY/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Can An AI Heal This Image?👩‍⚕️

vx7H7GrE5KA | 08 Jun 2021

Can An AI Heal This Image?👩‍⚕️

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/wandb/getting-started/reports/Debug-Compare-Reproduce-Machine-Learning-Models--VmlldzoyNzY5MDk?utm_source=karoly 📝 The paper "Self-Organising Textures" is available here: https://distill.pub/selforg/2021/textures/ Game of Life animation source: https://copy.sh/life/ Game of Life image source: https://en.wikipedia.org/wiki/Conway%27s_Game_of_Life 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

A Video Game That Looks Like Reality! 🌴

22Sojtv4gbg | 05 Jun 2021

A Video Game That Looks Like Reality! 🌴

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Enhancing Photorealism Enhancement" is available here: https://intel-isl.github.io/PhotorealismEnhancement/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Can We Teach Physics To A Machine? ⚛

g7bEUB8aLvM | 01 Jun 2021

Can We Teach Physics To A Machine? ⚛

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "Learning mesh-based simulation with Graph Networks" is available here: https://arxiv.org/abs/2010.03409 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Beautiful Fluid Simulations...In Just 40 Seconds! 🤯

LtyvS7NYonw | 29 May 2021

Beautiful Fluid Simulations...In Just 40 Seconds! 🤯

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/wandb/getting-started/reports/Visualize-Debug-Machine-Learning-Models--VmlldzoyNzY5MDk?utm_source=karoly#System-4 📝 The paper "Wave Curves: Simulating Lagrangian water waves on dynamically deforming surfaces" is available here: http://visualcomputing.ist.ac.at/publications/2020/WaveCurves/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Meet Your Virtual AI Stuntman! 💪🤖

eksOgX3vacs | 25 May 2021

Meet Your Virtual AI Stuntman! 💪🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "DeepMimic: Example-Guided Deep Reinforcement Learning of Physics-Based Character Skills" is available here: https://xbpeng.github.io/projects/DeepMimic/index.html ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Thumbnail tree image credit: https://pixabay.com/images/id-576847/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Beautiful Glitter Simulation…Faster Than Real Time! ✨

x2zDrSgrlYQ | 22 May 2021

Beautiful Glitter Simulation…Faster Than Real Time! ✨

❤️ Check out the Gradient Dissent podcast by Weights & Biases: http://wandb.me/gd  📝 The paper "Procedural Physically based BRDF for Real-Time Rendering of Glints" is available here: http://igg.unistra.fr/People/chermain/real_time_glint/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

AI “Artist” Creates Near-Perfect Toonifications! 👩‍🎨

9RzCZZBjlxM | 18 May 2021

AI “Artist” Creates Near-Perfect Toonifications! 👩‍🎨

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/wandb/getting-started/reports/Debug-Compare-Reproduce-Machine-Learning-Models--VmlldzoyNzY5MDk?utm_source=karoly 📝 The paper "ReStyle: A Residual-Based StyleGAN Encoder via Iterative Refinement" is available here: https://yuval-alaluf.github.io/restyle-encoder/ 📝 Our material synthesis paper is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ 📝 The font manifold paper is available here: http://vecg.cs.ucl.ac.uk/Projects/projects_fonts/projects_fonts.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

AI Learned To Perform A Cartwheel…With Style! 🤸‍♂️

3IFLVOaFAus | 14 May 2021

AI Learned To Perform A Cartwheel…With Style! 🤸‍♂️

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Learning and Exploring Motor Skills with Spacetime Bounds" is available here: https://milkpku.github.io/project/spacetime.html ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Made Me Look Like Obi-Wan Kenobi! 🧔

yc1WpkthV3g | 11 May 2021

This AI Made Me Look Like Obi-Wan Kenobi! 🧔

❤️ Check out Fully Connected by Weights & Biases: https://wandb.me/papers 📝 The paper "StyleCLIP: Text-Driven Manipulation of StyleGAN Imagery" is available here: - https://arxiv.org/abs/2103.17249 - https://github.com/orpatashnik/StyleCLIP 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

AI Makes Near-Perfect DeepFakes in 40 Seconds! 👨

iXqLTJFTUGc | 07 May 2021

AI Makes Near-Perfect DeepFakes in 40 Seconds! 👨

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Iterative Text-based Editing of Talking-heads Using Neural Retargeting" is available here: https://davidyao.me/projects/text2vid/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Thumbnail background image credit: École polytechnique - J.Barande - https://www.flickr.com/photos/117994717@N06/36055906023 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #deepfake

Burning Down Virtual Trees... In Real Time! 🌲🔥

2jwVDRKKDME | 04 May 2021

Burning Down Virtual Trees... In Real Time! 🌲🔥

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/authors/adv-dl/reports/An-Introduction-to-Adversarial-Examples-in-Deep-Learning--VmlldzoyMTQwODM 📝 The paper "Interactive Wood Combustion for Botanical Tree Models" is available here: https://repository.kaust.edu.sa/bitstream/10754/626814/1/a197-pirk.pdf https://github.com/art049/InteractiveWoodCombustion 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #gamedev #physics

5 Fiber-Like Tools That Can Now Be 3D-Printed!

gfMyGad1Gmc | 30 Apr 2021

5 Fiber-Like Tools That Can Now Be 3D-Printed!

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/authors/text-recognition-crnn-ctc/reports/Text-Recognition-With-CRNN-CTC-Network--VmlldzoxNTI5NDI 📝 The paper "Freely orientable microstructures for designing deformable 3D prints" and the Shadertoy implementation are available here: - https://hal.inria.fr/hal-02524371 - https://www.shadertoy.com/view/WtjfzW 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Is Simulating Wet Papers Possible? 📃💧

_4fL4jnC8xQ | 27 Apr 2021

Is Simulating Wet Papers Possible? 📃💧

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/authors/RayTune-dcgan/reports/Ray-Tune-Distributed-Hyperparameter-Optimization-at-Scale--VmlldzoyMDEwNDY 📝 The paper "A moving least square reproducing kernel particle method for unified multiphase continuum simulation" is available here: https://cg.cs.tsinghua.edu.cn/papers/SIGASIA-2020-fluid.pdf 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

9 Years of Progress In Cloth Simulation! 🧶

rzIiuGrOZAo | 24 Apr 2021

9 Years of Progress In Cloth Simulation! 🧶

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/carlolepelaars/numerai_tutorial/reports/Build-the-World-s-Open-Hedge-Fund-by-Modeling-the-Stock-Market--VmlldzoxODU0NTQ 📝 The paper "Homogenized Yarn-Level Cloth" is available here: http://visualcomputing.ist.ac.at/publications/2020/HYLC/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Makes Beautiful Videos From Your Images! 🌊

t7nO7MPcOGo | 20 Apr 2021

This AI Makes Beautiful Videos From Your Images! 🌊

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/authors/image-captioning/reports/Generate-Meaningful-Captions-for-Images-with-Attention-Models--VmlldzoxNzg0ODA 📝 The paper "Animating Pictures with Eulerian Motion Fields" is available here: https://eulerian.cs.washington.edu/ GPT-3 website layout tweet: https://twitter.com/sharifshameem/status/1283322990625607681 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1761027/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

360° VR Photography For Everyone - No AI Required! 📸

adHjNqh5iGY | 17 Apr 2021

360° VR Photography For Everyone - No AI Required! 📸

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/wandb/NSFF/reports/Overview-Neural-Scene-Flow-Fields-NSFF-for-Space-Time-View-Synthesis-of-Dynamic-Scenes--Vmlldzo1NzA1ODI 📝 The paper "OmniPhotos: Casual 360° VR Photography" is available here: https://richardt.name/publications/omniphotos/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Do Neural Networks Think Like Our Brain? OpenAI Answers! 🧠

HNJPasJUGqs | 13 Apr 2021

Do Neural Networks Think Like Our Brain? OpenAI Answers! 🧠

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/gudgud96/big-sleep-test/reports/Image-Generation-Based-on-Abstract-Concepts-using-CLIP-BigGAN--Vmlldzo1MjA2MTE 📝 The paper "Multimodal Neurons in Artificial Neural Networks" is available here: https://openai.com/blog/multimodal-neurons/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-2900362/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Finally, Video Stabilization That Works! 🤳

v5pOsQEOsyA | 10 Apr 2021

Finally, Video Stabilization That Works! 🤳

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "FuSta - Hybrid Neural Fusion for Full-frame Video Stabilization" is available here: - Paper https://alex04072000.github.io/FuSta/ - Code: https://github.com/alex04072000/FuSta - Colab: https://colab.research.google.com/drive/1l-fUzyM38KJMZyKMBWw_vu7ZUyDwgdYH?usp=sharing 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-2375579/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #stabilization #selfies

Oh My…Simulating Beautiful Soap Bubbles! 🧼

6SJ19OgHi4w | 06 Apr 2021

Oh My…Simulating Beautiful Soap Bubbles! 🧼

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "A Model for Soap Film Dynamics with Evolving Thickness" is available here: https://sadashigeishida.bitbucket.io/soapfilm_with_thickness/index.html ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-3594979/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Learned To Stop Time! ⏱

4CYI6dt1ZNY | 02 Apr 2021

This AI Learned To Stop Time! ⏱

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Neural Scene Flow Fields for Space-Time View Synthesis of Dynamic Scenes" is available here: http://www.cs.cornell.edu/~zl548/NSFF/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-918686/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI Outperforms Some Humans In Article Summarization! 📜

RUDWn_obddI | 30 Mar 2021

OpenAI Outperforms Some Humans In Article Summarization! 📜

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/openai/published-work/Learning-Dexterity-End-to-End--VmlldzoxMTUyMDQ 📝 The paper "Learning to Summarize with Human Feedback" is available here: https://openai.com/blog/learning-to-summarize-with-human-feedback/ Reddit links to the showcased posts: 1. https://www.reddit.com/r/AskAcademia/comments/lf7uk4/submitting_a_paper_independent_of_my_post_doc/ 2. https://www.reddit.com/r/AskAcademia/comments/l988py/british_or_american_phd/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Thumbnail background image credit: https://pixabay.com/images/id-1989152/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind’s AI Watches YouTube and Learns To Play! ▶️🤖

jjfDO2pWpys | 27 Mar 2021

DeepMind’s AI Watches YouTube and Learns To Play! ▶️🤖

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/latentspace/published-work/The-Science-of-Debugging-with-W-B-Reports--Vmlldzo4OTI3Ng 📝 The paper "Playing hard exploration games by watching YouTube" is available here: Paper: https://papers.nips.cc/paper/7557-playing-hard-exploration-games-by-watching-youtube.pdf Gameplay videos: https://www.youtube.com/playlist?list=PLZuOGGtntKlaOoq_8wk5aKgE_u_Qcpqhu 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

An AI Made This Dog Photo - But How? 🐶

bnm7skt2aYE | 23 Mar 2021

An AI Made This Dog Photo - But How? 🐶

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/ayush-thakur/ada/reports/Train-Generative-Adversarial-Network-With-Limited-Data--Vmlldzo1NDYyMjA 📝 The paper "Training Generative Adversarial Networks with Limited Data" is available here: Paper: https://arxiv.org/abs/2006.06676 Pytorch implementation: https://github.com/NVlabs/stylegan2-ada-pytorch 📝 My thesis with the quote is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/photorealistic-material-learning-and-synthesis/ Unofficial StyleGAN2-ADA trained on corgis (+ colab notebook): https://github.com/seawee1/Did-Somebody-Say-Corgi 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s AI Puts Video Calls On Steroids! 💪

dVa1xRaHTA0 | 19 Mar 2021

NVIDIA’s AI Puts Video Calls On Steroids! 💪

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/ayush-thakur/face-vid2vid/reports/Overview-of-One-Shot-Free-View-Neural-Talking-Head-Synthesis-for-Video-Conferencing--Vmlldzo1MzU4ODc 📝 The paper "One-Shot Free-View Neural Talking-Head Synthesis for Video Conferencing" is available here: https://nvlabs.github.io/face-vid2vid/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-820315/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

All Hail The Adaptive Staggered Grid! 🌐🤯

4etSuEQOzDw | 16 Mar 2021

All Hail The Adaptive Staggered Grid! 🌐🤯

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "An adaptive staggered-tilted grid for incompressible flow simulation" is available here: https://cs.nyu.edu/~sw4429/files/sa20-fluid.pdf https://dl.acm.org/doi/abs/10.1145/3414685.3417837 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

3 New Things An AI Can Do With Your Photos!

B8RMUSmIGCI | 13 Mar 2021

3 New Things An AI Can Do With Your Photos!

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/mathisfederico/wandb_features/reports/Visualizing-Confusion-Matrices-With-W-B--VmlldzoxMzE5ODk 📝 The paper "GANSpace: Discovering Interpretable GAN Controls" is available here: https://github.com/harskish/ganspace 📝 Our material synthesis paper is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ 📝 The font manifold paper is available here: http://vecg.cs.ucl.ac.uk/Projects/projects_fonts/projects_fonts.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Ivo Galic, Jace O'Brien, Javier Bustamante, John Le, Jonas, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Thumbnail background image credit: https://pixabay.com/images/id-5330343/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

5 Crazy Simulations That Were Previously Impossible! ⛓

lxzGraohijU | 09 Mar 2021

5 Crazy Simulations That Were Previously Impossible! ⛓

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/ayush-thakur/interpretability/reports/Interpretability-in-Deep-Learning-With-W-B-CAM-and-GradCAM--Vmlldzo5MTIyNw 📝 The paper "Incremental Potential Contact: Intersection- and Inversion-free Large Deformation Dynamics" is available here: https://ipc-sim.github.io/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This Magnetic Simulation Took Nearly A Month! 🧲

I04zRq6UlIg | 05 Mar 2021

This Magnetic Simulation Took Nearly A Month! 🧲

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "A Level-Set Method for Magnetic Substance Simulation" is available here: https://binwangbfa.github.io/publication/sig20_ferrofluid/SIG20_FerroFluid.pdf https://starryuniv.cn/ http://vcl.pku.edu.cn/publication/2020/magnetism https://starryuniv.cn/publication/a-level-set-method-for-magnetic-substance-simulation/ Some links may be down, trying to add several of them to make sure you find one that works! ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Differentiable Material Synthesis Is Amazing! ☀️

9kllWAX9tHw | 02 Mar 2021

Differentiable Material Synthesis Is Amazing! ☀️

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "MATch: Differentiable Material Graphs for Procedural Material Capture" is available here: http://match.csail.mit.edu/ 📝 Our Photorealistic Material Editing paper is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/photorealistic-material-editing/ ☀️ The free course on writing light simulations is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image: https://pixabay.com/images/id-4238615/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Finally, Instant Monsters! 🐉

-Ny-p-CHNyM | 27 Feb 2021

Finally, Instant Monsters! 🐉

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/jxmorris12/huggingface-demo/reports/A-Step-by-Step-Guide-to-Tracking-Hugging-Face-Model-Performance--VmlldzoxMDE2MTU 📝 The paper "Monster Mash: A Single-View Approach to Casual 3D Modeling and Animation" is available here: https://dcgi.fel.cvut.cz/home/sykorad/monster_mash Web demo - make sure to click "Help" and read the instructions: http://monstermash.zone/# More on Flow by Mihály Csíkszentmihályi - it is immensely important to master this! https://www.youtube.com/watch?v=8h6IMYRoCZw 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #gamedev

This is What Abraham Lincoln May Have Looked Like! 🎩

2wcw_O_19XQ | 24 Feb 2021

This is What Abraham Lincoln May Have Looked Like! 🎩

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/wandb/instacolorization/reports/Overview-Instance-Aware-Image-Colorization---VmlldzoyOTk3MDI 📝 The paper "Time-Travel Rephotography" is available here: https://time-travel-rephotography.github.io/ 📝 Our "Separable Subsurface Scattering" paper with Activision Blizzard is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Mark Oates, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Why Teach An AI To Climb Stepping Stones? 🤖

ZZ-kORb8grA | 19 Feb 2021

Why Teach An AI To Climb Stepping Stones? 🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper ALLSTEPS: Curriculum-driven Learning of Stepping Stone skills"" is available here: https://www.cs.ubc.ca/~van/papers/2020-allsteps/index.html Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord. If you drop by, make sure to write a short introduction if you feel like it! https://discordapp.com/invite/hbcTJu2 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1696507/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

These Neural Networks Have Superpowers! 💪

o7dqGcLDf0A | 16 Feb 2021

These Neural Networks Have Superpowers! 💪

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/ayush-thakur/taming-transformer/reports/-Overview-Taming-Transformers-for-High-Resolution-Image-Synthesis---Vmlldzo0NjEyMTY 📝 The paper "Taming Transformers for High-Resolution Image Synthesis" is available here: https://compvis.github.io/taming-transformers/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Mind Reading For Brain-To-Text Communication! 🧠

IUg-t609byg | 13 Feb 2021

Mind Reading For Brain-To-Text Communication! 🧠

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "High-performance brain-to-text communication via imagined handwriting" is available here: https://www.biorxiv.org/content/10.1101/2020.07.01.183384v1.full 📝 Our earlier video on Neuralink: https://www.youtube.com/watch?v=JKe53bcyBQY ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #braintotext

Perfect Virtual Hands - But At A Cost! 👐

MbZ0ld1ShFo | 09 Feb 2021

Perfect Virtual Hands - But At A Cost! 👐

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Constraining Dense Hand Surface Tracking with Elasticity" is available here: https://research.fb.com/publications/constraining-dense-hand-surface-tracking-with-elasticity/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

7 Years of Progress In Snow Simulation! ❄️

JSNE_PIG1UQ | 05 Feb 2021

7 Years of Progress In Snow Simulation! ❄️

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "An Implicit Compressible SPH Solver for Snow Simulation" is available here: https://cg.informatik.uni-freiburg.de/publications/2020_SIGGRAPH_snow.pdf ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-2522720/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #gamedev

This Neural Network Makes Virtual Humans Dance! 🕺

mb6WJ34xQXg | 02 Feb 2021

This Neural Network Makes Virtual Humans Dance! 🕺

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/wandb/in-between/reports/-Overview-Robust-Motion-In-betweening---Vmlldzo0MzkzMzA 📝 The paper "Robust Motion In-betweening" is available here: - https://static-wordpress.akamaized.net/montreal.ubisoft.com/wp-content/uploads/2020/07/09155337/RobustMotionInbetweening.pdf - https://montreal.ubisoft.com/en/automatic-in-betweening-for-faster-animation-authoring/ Dataset: https://github.com/XefPatterson/Ubisoft-LaForge-Animation-Dataset 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Thumbnail background image credit: https://pixabay.com/images/id-2122473/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #gamedev

Episode 500 - 8 Years Of Progress In Cloth Simulations! 👕

7O7W-_FKRMQ | 30 Jan 2021

Episode 500 - 8 Years Of Progress In Cloth Simulations! 👕

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/stacey/yolo-drive/reports/Bounding-Boxes-for-Object-Detection--Vmlldzo4Nzg4MQ 📝 The paper "Robust Eulerian-On-Lagrangian Rods" is available here: http://mslab.es/projects/RobustEOLRods/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Kenneth Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Learned To Create Dynamic Photos! 🌁

Aq93TSau8GE | 26 Jan 2021

This AI Learned To Create Dynamic Photos! 🌁

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their report on this paper is available here: https://wandb.ai/wandb/xfields/reports/-Overview-X-Fields-Implicit-Neural-View-Light-and-Time-Image-Interpolation--Vmlldzo0MTY0MzM 📝 The paper "X-Fields: Implicit Neural View-, Light- and Time-Image Interpolation" is available here: http://xfields.mpi-inf.mpg.de/ 📝 Our paper on neural rendering (and more!) is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ 📝 Our earlier paper with high-resolution images for the caustics is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-820011/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

All Duckies Shall Pass! 🐣

2wrOHdvAiNc | 22 Jan 2021

All Duckies Shall Pass! 🐣

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Interlinked SPH Pressure Solvers for Strong Fluid-Rigid Coupling" is available here: https://cg.informatik.uni-freiburg.de/publications/2019_TOG_strongCoupling.pdf 📸 Our Instagram page is available here: https://www.instagram.com/twominutepapers/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Building A Liquid Labyrinth! 🌊

nJ86LCA0Asw | 19 Jan 2021

Building A Liquid Labyrinth! 🌊

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "Surface-Only Ferrofluids" is available here: http://computationalsciences.org/publications/huang-2020-ferrofluids.html You can follow this research group on Twitter too: https://twitter.com/csgKAUST 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #ferrofluid

OpenAI DALL·E: Fighter Jet For The Mind! ✈️

C7D5EzkhT6A | 16 Jan 2021

OpenAI DALL·E: Fighter Jet For The Mind! ✈️

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The blog post on "DALL·E: Creating Images from Text" is available here: https://openai.com/blog/dall-e/ Tweet sources: - Code completion: https://twitter.com/gdm3000/status/1151469462614368256 - Website layout: https://twitter.com/sharifshameem/status/1283322990625607681 - Population data: https://twitter.com/pavtalk/status/1285410751092416513 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credits: https://pixabay.com/images/id-3202725/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #openai #dalle

Light Fields - Videos From The Future! 📸

9XM5-CJzrU0 | 12 Jan 2021

Light Fields - Videos From The Future! 📸

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Immersive Light Field Video with a Layered Mesh Representation" is available here: https://augmentedperception.github.io/deepviewvideo/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #lightfields

NERFIES: The Selfies of The Future! 🤳

IDMiMKWucaI | 08 Jan 2021

NERFIES: The Selfies of The Future! 🤳

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/stacey/xray/reports/X-Ray-Illumination--Vmlldzo4MzA5MQ 📝 The paper "Deformable Neural Radiance Fields" is available here: https://nerfies.github.io/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #nerfies

This AI Gave Elon Musk A Majestic Beard! 🧔

Lt4Z5oOAeEY | 05 Jan 2021

This AI Gave Elon Musk A Majestic Beard! 🧔

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/wandb/getting-started/reports/Debug-Compare-Reproduce-Machine-Learning-Models--VmlldzoyNzY5MDk?utm_source=karoly ⚠️ Note that I thought the source code was available, but it does not appear to be online yet. Apologies! 📝 The paper "StyleFlow: Attribute-conditioned Exploration of StyleGAN-generated Images using Conditional Continuous Normalizing Flows" is available here. https://rameenabdal.github.io/StyleFlow/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Is Simulating Jelly And Bunnies Possible? 🐰

tiO43nJKGJY | 29 Dec 2020

Is Simulating Jelly And Bunnies Possible? 🐰

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/wandb/getting-started/reports/Debug-Compare-Reproduce-Machine-Learning-Models--VmlldzoyNzY5MDk?utm_source=karoly 📝 The paper "Monolith: A Monolithic Pressure-Viscosity-Contact Solver for Strong Two-Way Rigid-Rigid Rigid-Fluid Coupling" is available here: https://tetsuya-takahashi.github.io/Monolith/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Painting the Mona Lisa...With Triangles! 📐

JmVQJg-glYA | 22 Dec 2020

Painting the Mona Lisa...With Triangles! 📐

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Differentiable Vector Graphics Rasterization for Editing and Learning" is available here: - https://people.csail.mit.edu/tzumao/diffvg/ - https://people.csail.mit.edu/tzumao/diffvg/supplementary_webpage/ The mentioned Mona Lisa genetic algorithm is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/mona_lisa_parallel_genetic_algorithm/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Can An AI Design Our Tax Policy? 📊

Sr2ga3BBMTc | 19 Dec 2020

Can An AI Design Our Tax Policy? 📊

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper "The AI Economist: Improving Equality and Productivity with AI-Driven Tax Policies" is available here: https://blog.einstein.ai/the-ai-economist/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

What Is This 3D Photography Thing? 🎑

BjkgyKEQbSM | 15 Dec 2020

What Is This 3D Photography Thing? 🎑

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/authors/One-Shot-3D-Photography/reports/Paper-Summary-One-Shot-3D-Photography--VmlldzozNjE2MjQ 📝 The paper "One Shot 3D Photography" is available here: https://facebookresearch.github.io/one_shot_3d_photography/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Soft Body Wiggles And Jiggles…Effortlessly! 🐘

s8Nm_ytwO6w | 11 Dec 2020

Soft Body Wiggles And Jiggles…Effortlessly! 🐘

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/wandb/getting-started/reports/Debug-Compare-Reproduce-Machine-Learning-Models--VmlldzoyNzY5MDk?utm_source=karoly 📝 The paper "Complementary Dynamics" is available here: https://www.dgp.toronto.edu/projects/complementary-dynamics/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Simulating Honey And Hot Showers For Bunnies! 🍯🐰

K940MNp7V8M | 08 Dec 2020

Simulating Honey And Hot Showers For Bunnies! 🍯🐰

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/wandb/getting-started/reports/Visualize-Debug-Machine-Learning-Models--VmlldzoyNzY5MDk?utm_source=karoly#System-4 📝 The paper "An Adaptive Variational Finite Difference Framework for Efficient Symmetric Octree Viscosity" is available here: https://cs.uwaterloo.ca/~rgoldade/adaptiveviscosity/ Houdini video: https://www.sidefx.com/products/whats-new/18_5_vfx/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1958464/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

These Are Pixels Made of Wood! 🌲🧩

fPrxiRceAac | 05 Dec 2020

These Are Pixels Made of Wood! 🌲🧩

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Computational Parquetry: Fabricated Style Transfer with Wood Pixels" is available here: https://light.informatik.uni-bonn.de/computational-parquetry-fabricated-style-transfer-with-wood-pixels/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This Robot Learned To Climb Any Terrain! 🤖

knIzDj1Ocoo | 01 Dec 2020

This Robot Learned To Climb Any Terrain! 🤖

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/wandb/getting-started/reports/Debug-Compare-Reproduce-Machine-Learning-Models--VmlldzoyNzY5MDk?utm_source=karoly 📝 The paper "Learning Quadrupedal Locomotion over Challenging Terrain " is available here: https://leggedrobotics.github.io/rl-blindloco/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Remember, This Meeting Never Happened! 🚶🚶‍♀️

2pWK0arWAmU | 28 Nov 2020

Remember, This Meeting Never Happened! 🚶🚶‍♀️

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their report on this exact paper is available here: https://wandb.ai/wandb/retiming-video/reports/Retiming-Instances-in-a-Video--VmlldzozMzUwNTk 📝 The paper "Layered Neural Rendering for Retiming People in Video" is available here: https://retiming.github.io/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Serban, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

AI-Based Sky Replacement Is Here! 🌓

l_C3KFeI_l0 | 24 Nov 2020

AI-Based Sky Replacement Is Here! 🌓

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their report on this paper is available here: https://wandb.ai/wandb/skyAR/reports/The-Sky-Is-In-Our-Grasp---VmlldzozMjY0NDI 📝 The paper "Castle in the Sky: Dynamic Sky Replacement and Harmonization in Videos" is available here: https://jiupinjia.github.io/skyar/ ☀️The mentioned free light transport course is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Jace O'Brien, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Near-Perfect Virtual Hands For Virtual Reality! 👐

vfJz7WlRNk4 | 21 Nov 2020

Near-Perfect Virtual Hands For Virtual Reality! 👐

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "MEgATrack: Monochrome Egocentric Articulated Hand-Tracking for Virtual Reality" is available here: https://research.fb.com/publications/megatrack-monochrome-egocentric-articulated-hand-tracking-for-virtual-reality/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-4949333/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Is Videoconferencing With Smart Glasses Possible? 👓

atzPvW95ahQ | 17 Nov 2020

Is Videoconferencing With Smart Glasses Possible? 👓

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/wandb/egocentric-video-conferencing/reports/Overview-Egocentric-Videoconferencing--VmlldzozMTY1NTA 📝 The paper "Egocentric Videoconferencing" is available here: http://gvv.mpi-inf.mpg.de/projects/EgoChat/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-820390/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Makes Puzzle Solving Look Easy! 🧩

tWu0AWdaTTs | 14 Nov 2020

This AI Makes Puzzle Solving Look Easy! 🧩

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://app.wandb.ai/lavanyashukla/visualize-sklearn/reports/Visualize-Sklearn-Model-Performance--Vmlldzo0ODIzNg 📝 The paper "C-Space Tunnel Discovery for Puzzle Path Planning" is available here: https://xinyazhang.gitlab.io/puzzletunneldiscovery/ https://github.com/xinyazhang/PuzzleTunnelDiscovery 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Making Talking Memes With Voice DeepFakes!

lLa9DUiJICk | 10 Nov 2020

Making Talking Memes With Voice DeepFakes!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Wav2Lip: Accurately Lip-syncing Videos In The Wild" is available here: - Paper: https://arxiv.org/abs/2008.10010 - Try it out! - https://github.com/Rudrabha/Wav2Lip More results are available on our Instagram page! - https://www.instagram.com/twominutepapers/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Colorizing Strawberries is Hard…But Not For This AI! 🍓

Zj1N4uE1ehk | 07 Nov 2020

Colorizing Strawberries is Hard…But Not For This AI! 🍓

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their report on this exact paper is available here: https://wandb.ai/wandb/instacolorization/reports/Overview-Instance-Aware-Image-Colorization---VmlldzoyOTk3MDI 📝 The paper "Instance-aware Image Colorization" is available here: https://ericsujw.github.io/InstColorization/ User study results: https://cgv.cs.nthu.edu.tw/InstColorization_data/Supplemental_Material/user_study_result.html DeOldify: https://github.com/jantic/DeOldify Follow them on Twitter for more! - https://twitter.com/deoldify 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-3359755/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Creates A 3D Model of You! 🚶‍♀️

Jy_VZQnZqGk | 03 Nov 2020

This AI Creates A 3D Model of You! 🚶‍♀️

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://app.wandb.ai/stacey/deep-drive/reports/Image-Masks-for-Semantic-Segmentation--Vmlldzo4MTUwMw 📝 The paper "PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization" is available here: https://shunsukesaito.github.io/PIFuHD/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Simulating Dragons Under Cloth Sheets! 🐲

ooZ9rUYOFI4 | 31 Oct 2020

Simulating Dragons Under Cloth Sheets! 🐲

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://app.wandb.ai/stacey/droughtwatch/reports/Drought-Watch-Benchmark-Progress--Vmlldzo3ODQ3OQ 📝 The paper "Local Optimization for Robust Signed Distance Field Collision" is available here: https://mmacklin.com/sdfcontact.pdf 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Finally, Deformation Simulation... in Real Time! 🚗

F0QwAhUnpr4 | 27 Oct 2020

Finally, Deformation Simulation... in Real Time! 🚗

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their report about a previous paper is available here: https://app.wandb.ai/stacey/stargan/reports/Cute-Animals-and-Post-Modern-Style-Transfer%3A-Stargan-V2-for-Multi-Domain-Image-Synthesis---VmlldzoxNzcwODQ 📝 The paper "Detailed Rigid Body Simulation with Extended Position Based Dynamics" is available here: https://matthias-research.github.io/pages/publications/PBDBodies.pdf Wish to see and hear the sound synthesis paper? - Our video: https://www.youtube.com/watch?v=rskdLEl05KI - Paper: https://research.cs.cornell.edu/Sound/mc/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Beautiful Elastic Simulations, Now Much Faster!

DxW_kk5LWYQ | 24 Oct 2020

Beautiful Elastic Simulations, Now Much Faster!

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://app.wandb.ai/safijari/dqn-tutorial/reports/Deep-Q-Networks-with-the-Cartpole-Environment--Vmlldzo4MDc2MQ 📝 The paper "IQ-MPM: An Interface Quadrature Material Point Method for Non-sticky Strongly Two-Way Coupled Nonlinear Solids and Fluids" is available here: https://yzhu.io/publication/mpmcoupling2020siggraph/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Creates An Adorable Baby DiCaprio Image!

2qMw8sOsNg0 | 20 Oct 2020

This AI Creates An Adorable Baby DiCaprio Image!

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their report for this paper is available here: https://wandb.ai/wandb/in-domain-gan/reports/In-Domain-GAN-Inversion--VmlldzoyODE5Mzk 📝 The paper "In-Domain GAN Inversion for Real Image Editing" is available here: https://genforce.github.io/idinvert/ Check out the research group's other works, there is lots of cool stuff there: https://genforce.github.io/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This Is What Simulating a 100 Million Particles Looks Like!

5ePD83StI6A | 16 Oct 2020

This Is What Simulating a 100 Million Particles Looks Like!

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned instrumentation is available here: https://app.wandb.ai/stacey/sfmlearner/reports/See-3D-from-Video%3A-Depth-Perception-for-Self-Driving-Cars--Vmlldzo2Nzg2Nw Our Instagram page with the slow-motion footage is available here: https://www.instagram.com/twominutepapers/ 📝 The paper "A Massively Parallel and Scalable Multi-GPU Material Point Method " is available here: https://sites.google.com/view/siggraph2020-multigpu 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Remove This! ✂️ AI-Based Video Completion is Amazing!

86QU7_SF16Q | 13 Oct 2020

Remove This! ✂️ AI-Based Video Completion is Amazing!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Flow-edge Guided Video Completion" is available here: http://chengao.vision/FGVC/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Enhance! Neural Supersampling is Here! 🔎

OzHenjHBBds | 10 Oct 2020

Enhance! Neural Supersampling is Here! 🔎

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://www.wandb.com/articles/code-comparer 📝 The paper "Neural Supersampling for Real-time Rendering" is available here: https://research.fb.com/blog/2020/07/introducing-neural-supersampling-for-real-time-rendering/ https://research.fb.com/publications/neural-supersampling-for-real-time-rendering/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Can Deal With Body Shape Variation!

XrOTgZ14fJg | 06 Oct 2020

This AI Can Deal With Body Shape Variation!

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned instrumentation is available here: https://app.wandb.ai/lavanyashukla/cnndetection/reports/Detecting-CNN-Generated-Images--Vmlldzo2MTU1Mw 📝 The paper "Learning Body Shape Variation in Physics-based Characters" is available here: http://mrl.snu.ac.kr/publications/ProjectMorphCon/MorphCon.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Beautiful Results From 30 Years Of Light Transport Simulation! ☀️

Popg7ej4AUU | 03 Oct 2020

Beautiful Results From 30 Years Of Light Transport Simulation! ☀️

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Specular Manifold Sampling for Rendering High-Frequency Caustics and Glints" is available here: http://rgl.epfl.ch/publications/Zeltner2020Specular My rendering course is available here, and is free for everyone: https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ The PostDoc call is available here - https://www.cg.tuwien.ac.at/news/2020-10-02-Lighting-Simulation-Architectural-Design-%E2%80%93-Post-Doc-Position Mitsuba Renderer: https://www.mitsuba-renderer.org/ Also check out Blender and Cycles! - https://www.blender.org/ Credits: The test scenes use textures from CC0 Textures and cgbook-case, and are lit by environment maps courtesy of HDRI Havenand Paul Debevec. Kettle: Blend Swap user PrinterKiller. 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Eric Haddad, Eric Lau, Eric Martel, Gordon Child, Haris Husic, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

AI-Based Style Transfer For Video…Now in Real Time!

UiEaWkf3r9A | 29 Sep 2020

AI-Based Style Transfer For Video…Now in Real Time!

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://app.wandb.ai/stacey/yolo-drive/reports/Bounding-Boxes-for-Object-Detection--Vmlldzo4Nzg4MQ 📝 The paper "Interactive Video Stylization Using Few-Shot Patch-Based Training" is available here: https://ondrejtexler.github.io/patch-based_training/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Elon Musk’s Neuralink Puts An AI Into Your Brain! 🧠

JKe53bcyBQY | 26 Sep 2020

Elon Musk’s Neuralink Puts An AI Into Your Brain! 🧠

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://app.wandb.ai/jack-morris/david-vs-goliath/reports/Does-model-size-matter%3F-A-comparison-of-BERT-and-DistilBERT--VmlldzoxMDUxNzU 📝 The paper "An integrated brain-machine interface platform with thousands of channels" is available here: https://www.biorxiv.org/content/10.1101/703801v2 Neuralink is hiring! Apply here: https://jobs.lever.co/neuralink 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Creates Real Scenes From Your Photos! 📷

T29O-MhYALw | 22 Sep 2020

This AI Creates Real Scenes From Your Photos! 📷

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://app.wandb.ai/sweep/nerf/reports/NeRF-%E2%80%93-Representing-Scenes-as-Neural-Radiance-Fields-for-View-Synthesis--Vmlldzo3ODIzMA 📝 The paper "NeRF in the Wild - Neural Radiance Fields for Unconstrained Photo Collections" is available here: https://nerf-w.github.io/ Photos by Flickr users dbowie78, vasnic64, punch, paradasos, itia4u, jblesa, joshheumann, ojotes, chyauchentravelworl, burkeandhare, photogreuhphie / CC BY 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

AI Makes Video Game After Watching Tennis Matches!

YCur6ir6wmw | 19 Sep 2020

AI Makes Video Game After Watching Tennis Matches!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Vid2Player: Controllable Video Sprites that Behave and Appear like Professional Tennis Players" is available here: https://cs.stanford.edu/~haotianz/research/vid2player/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Can An AI Generate Original Art? 👨‍🎨

GniyQkgGlUA | 15 Sep 2020

Can An AI Generate Original Art? 👨‍🎨

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their report on this paper is available here: https://app.wandb.ai/authors/rewrite-gan/reports/An-Overview-Rewriting-a-Deep-Generative-Model--VmlldzoyMzgyNTU 📝 The paper "Rewriting a Deep Generative Model" is available here: https://rewriting.csail.mit.edu/ Read the instructions carefully and try it here: https://colab.research.google.com/github/davidbau/rewriting/blob/master/notebooks/rewriting-interface.ipynb 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Simulating a Rocket Launch! 🚀

bfuBQp1JmX8 | 12 Sep 2020

Simulating a Rocket Launch! 🚀

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Fast and Scalable Turbulent Flow Simulation with Two-Way Coupling" is available here: http://faculty.sist.shanghaitech.edu.cn/faculty/liuxp/projects/lbm-solid/index.htm Vishnu Menon’s wind tunnel test video: https://www.youtube.com/watch?v=_q6ozALzkF4 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Creates Human Faces From Your Sketches!

5NM_WBI9UBE | 08 Sep 2020

This AI Creates Human Faces From Your Sketches!

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their instrumentation of a previous paper is available here: https://app.wandb.ai/stacey/greenscreen/reports/Two-Shots-to-Green-Screen%3A-Collage-with-Deep-Learning--VmlldzoxMDc4MjY 📝 The paper "DeepFaceDrawing: Deep Generation of Face Images from Sketches" is available here: http://geometrylearning.com/DeepFaceDrawing/ Alternative paper link if it is down: https://arxiv.org/abs/2006.01047 Our earlier video on sketch tutorials is available here: https://www.youtube.com/watch?v=brs1qCDzRdk 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Joshua Goller, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Can We Simulate Coalescing Bubbles? 🌊

MD_k3p4MH-A | 05 Sep 2020

Can We Simulate Coalescing Bubbles? 🌊

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://app.wandb.ai/ajayuppili/efficientnet/reports/How-Efficient-is-EfficientNet%3F--Vmlldzo4NTk5MQ 📝 The paper "Constraint Bubbles and Affine Regions: Reduced Fluid Models for Efficient Immersed Bubbles and Flexible Spatial Coarsening" is available here: https://cs.uwaterloo.ca/~rgoldade/reducedfluids/ Check out Blender here (free): https://www.blender.org/ If you wish to play with some fluids, try the FLIP Fluids plugin (paid, with free demo): https://flipfluids.com/ Note that Blender also contains Mantaflow, its own fluid simulation program and that's also great! 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI’s Image GPT Completes Your Images With Style!

-6Xn4nKm-Qw | 01 Sep 2020

OpenAI’s Image GPT Completes Your Images With Style!

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://app.wandb.ai/ayush-thakur/interpretability/reports/Interpretability-in-Deep-Learning-with-W%26B---GradCAM--Vmlldzo5MTIyNw 📝 The paper "Generative Pretraining from Pixels (Image GPT)" is available here: https://openai.com/blog/image-gpt/ Tweets: Website layout: https://twitter.com/sharifshameem/status/1283322990625607681 Plots: https://twitter.com/aquariusacquah/status/1285415144017797126?s=12 Typesetting math: https://twitter.com/pavtalk/status/1285410751092416513 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Creates Images Of Nearly Any Animal! 🦉

iKvlOviWs3E | 30 Aug 2020

This AI Creates Images Of Nearly Any Animal! 🦉

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "COCO-FUNIT: Few-Shot Unsupervised Image Translation with a Content Conditioned Style Encoder" is available here: https://nvlabs.github.io/COCO-FUNIT/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

TecoGAN: Super Resolution Extraordinaire!

MwCgvYtOLS0 | 25 Aug 2020

TecoGAN: Super Resolution Extraordinaire!

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their instrumentation of a previous paper is available here: https://app.wandb.ai/authors/alae/reports/Adversarial-Latent-Autoencoders--VmlldzoxNDA2MDY 📝 The paper "Learning Temporal Coherence via Self-Supervision for GAN-based Video Generation" is available here: https://ge.in.tum.de/publications/2019-tecogan-chu/ The legendary Wavelet Turbulence paper is available here: https://www.cs.cornell.edu/~tedkim/WTURB/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #enhance #superresolution

This AI Removes Shadows From Your Photos! 🌒

qeZMKgKJLX4 | 22 Aug 2020

This AI Removes Shadows From Your Photos! 🌒

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their post on how to train distributed models is available here: https://app.wandb.ai/sayakpaul/tensorflow-multi-gpu-dist/reports/Distributed-training-in-tf.keras-with-W%26B--Vmlldzo3NzUyNA 📝 The paper "Portrait Shadow Manipulation" is available here: https://people.eecs.berkeley.edu/~cecilia77/project-pages/portrait 📝 Our paper with Activision Blizzard on subsurface scattering is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

How Can We Simulate Water Droplets? 🌊

SxIkQt04WCo | 18 Aug 2020

How Can We Simulate Water Droplets? 🌊

❤️ Check out Linode here and get $20 free credit on your account: https://www.linode.com/papers 🎬Our Instagram page with the slow-motion videos is available here: https://www.instagram.com/twominutepapers/ 📝 The paper "Codimensional Surface Tension Flow using Moving-Least-SquaresParticles" is available here: https://web.stanford.edu/~yxjin/pdf/codim.pdf https://web.stanford.edu/~yxjin/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

From Video Games To Reality…With Just One AI!

u4HpryLU-VI | 15 Aug 2020

From Video Games To Reality…With Just One AI!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "World-Consistent Video-to-Video Synthesis" is available here: https://nvlabs.github.io/wc-vid2vid/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Can We Simulate Tearing Meat? 🥩

fE9BqmJrrW0 | 11 Aug 2020

Can We Simulate Tearing Meat? 🥩

❤️ Check out Snap's Residency Program and apply here: https://lensstudio.snapchat.com/snap-ar-creator-residency-program/?utm_source=twominutepapers&utm_medium=video&utm_campaign=tmp_ml_residency ❤️ Try Snap's Lens Studio here: https://lensstudio.snapchat.com/ 🎬Our Instagram page with the slow-motion videos is available here: https://www.instagram.com/twominutepapers/ 📝 The paper "AnisoMPM: Animating Anisotropic Damage Mechanics" is available here: https://joshuahwolper.com/anisompm ❗Erratum: At 4:17, I should have written "Anisotropic damage (new method)". Apologies! 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI GPT-3 - Good At Almost Everything! 🤖

_x9AwxfjxvE | 08 Aug 2020

OpenAI GPT-3 - Good At Almost Everything! 🤖

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their instrumentation of a previous OpenAI paper is available here: https://app.wandb.ai/authors/openai-jukebox/reports/Experiments-with-OpenAI-Jukebox--VmlldzoxMzQwODg 📝 The paper "Language Models are Few-Shot Learners" is available here: - https://arxiv.org/abs/2005.14165 - https://openai.com/blog/openai-api/ Credits follow for the tweets of the applications. Follow their authors if you wish to see more! Website layout: https://twitter.com/sharifshameem/status/1283322990625607681 Plots: https://twitter.com/aquariusacquah/status/1285415144017797126?s=12 Typesetting math: https://twitter.com/sh_reya/status/1284746918959239168 Population data: https://twitter.com/pavtalk/status/1285410751092416513 Legalese: https://twitter.com/f_j_j_/status/1283848393832333313 Nutrition labels: https://twitter.com/lawderpaul/status/1284972517749338112 User interface design: https://twitter.com/jsngr/status/1284511080715362304 More cool applications: Generating machine learning models - https://twitter.com/mattshumer_/status/1287125015528341506?s=12 Creating animations - https://twitter.com/ak92501/status/1284553300940066818 Command line magic - https://twitter.com/super3/status/1284567835386294273?s=12 Analogies: https://twitter.com/melmitchell1/status/1291170016130412544?s=12 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. If you wish to support the series, click here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #GPT3 #GPT2

Physics in 4 Dimensions…How?

nkHL1GNU18M | 04 Aug 2020

Physics in 4 Dimensions…How?

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://www.wandb.com/articles/how-to-visualize-models-in-tensorboard-with-weights-and-biases 📝 The paper "N-Dimensional Rigid Body Dynamics" is available here: https://marctenbosch.com/ndphysics/ Check out these two 4D games here: 4D Toys: https://4dtoys.com/ Miegakure (still in the works): https://miegakure.com/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

These AI-Driven Characters Dribble Like Mad! 🏀

pBkFAIUmWu0 | 01 Aug 2020

These AI-Driven Characters Dribble Like Mad! 🏀

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://app.wandb.ai/cayush/pytorchlightning/reports/How-to-use-Pytorch-Lightning-with-Weights-%26-Biases--Vmlldzo2NjQ1Mw 📝 The paper "Local Motion Phases for Learning Multi-Contact Character Movements" is available here: https://github.com/sebastianstarke/AI4Animation 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

An AI Learned To See Through Obstructions!

ICr6xi9wA94 | 28 Jul 2020

An AI Learned To See Through Obstructions!

❤️ Check out Snap's Residency Program and apply here: https://lensstudio.snapchat.com/snap-ar-creator-residency-program/?utm_source=twominutepapers&utm_medium=video&utm_campaign=tmp_ml_residency ❤️ Try Snap's Lens Studio here: https://lensstudio.snapchat.com/ 📝 The paper "Learning to See Through Obstructions" is available here: https://alex04072000.github.io/ObstructionRemoval/ https://github.com/alex04072000/ObstructionRemoval 📝 Try it out here: https://colab.research.google.com/drive/1iOKknc0dePekUH2TEh28EhcRPCS1mgwz  🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Ramsey Elbasheer, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-451982/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

AI Creates Dogs From Cats…And More!

TrdmCkmK3y4 | 25 Jul 2020

AI Creates Dogs From Cats…And More!

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers Their instrumentation of this paper is available here: https://a...

This AI Creates Beautiful 3D Photographs!

MrIbQ0pIFOg | 21 Jul 2020

This AI Creates Beautiful 3D Photographs!

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers Their instrumentation of this paper is available here: https://a...

Can an AI Learn Lip Reading?

wg3upHE8qJw | 17 Jul 2020

Can an AI Learn Lip Reading?

❤️ Check out Snap's Residency Program and apply here: https://lensstudio.snapchat.com/snap-ar-creator-residency-program/?utm_source=twominutepapers&utm_mediu...

This is Geometry Processing Made Easy

oHLR287rDRA | 04 Jul 2020

This is Geometry Processing Made Easy

❤️ Check out Linode here and get $20 free credit on your account: https://www.linode.com/papers 📝 The paper "Monte Carlo Geometry Processing: A Grid-Free Approach to PDE-Based Methods on Volumetric Domains" is available here: https://www.cs.cmu.edu/~kmcrane/Projects/MonteCarloGeometryProcessing/index.html Implementations: - https://twitter.com/iquilezles/status/1258218688726962183 - https://twitter.com/iquilezles/status/1258237114958802944 - https://www.shadertoy.com/view/wdffWj Our mega video on Multiple Importance Sampling: https://www.youtube.com/watch?v=TbWQ4lMnLNw Koiava’s MIS implementation: https://www.shadertoy.com/view/4sSXWt My course at the Vienna University of Technology on light transport is available here. It is completely free for everyone: https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Amazing AR Effects Are Coming!

QSVrKK_uHoU | 01 Jul 2020

Amazing AR Effects Are Coming!

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers Their mentioned post is available here: https://app.wandb.ai/latentspace/published-work/The-Science-of-Debugging-with-W%26B-Reports--Vmlldzo4OTI3Ng 📝 The paper "Consistent Video Depth Estimation" is available here: https://roxanneluo.github.io/Consistent-Video-Depth-Estimation/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nader S., Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

How Do Neural Networks Learn? 🤖

N6wn8zMRlVE | 27 Jun 2020

How Do Neural Networks Learn? 🤖

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers Their instrumentation of a previous work we covered is available here: https://app.wandb.ai/stacey/aprl/reports/Adversarial-Policies-in-Multi-Agent-Settings--VmlldzoxMDEyNzE 📝 The paper "CNN Explainer: Learning Convolutional Neural Networks with Interactive Visualization" is available here: https://github.com/poloclub/cnn-explainer 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nader S., Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

An AI Made All of These Faces

BQQxNa6U6X4 | 23 Jun 2020

An AI Made All of These Faces

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers Their instrumentation of this paper is available here: https://app.wandb.ai/authors/alae/reports/Adversarial-Latent-Autoencoders--VmlldzoxNDA2MDY You can even play with their notebook below! https://colab.research.google.com/drive/1XWlXN7Oi_5UWqUXjX66z4TD859dwo3UN?usp=sharing 📝 The paper "Adversarial Latent Autoencoders" is available here: https://github.com/podgorskiy/ALAE 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Gordon Child, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nader S., Owen Campbell-Moore, Owen Skarpness, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s AI Recreated PacMan! 👻

3UZzu4UQLcI | 20 Jun 2020

NVIDIA’s AI Recreated PacMan! 👻

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers Their instrumentation of this paper is available here: https://www.wandb.com/articles/visualizing-molecular-structure-with-weights-biases 📝 The paper "Learning to Simulate Dynamic Environments with GameGAN" is available here: https://nv-tlabs.github.io/gameGAN/ Our paper with the neural renderer is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nader S., Owen Campbell-Moore, Owen Skarpness, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #NVIDIA #GameGAN

Surprise Video With Our New Paper On Material Editing! 🔮

oYtwCZx5rsU | 17 Jun 2020

Surprise Video With Our New Paper On Material Editing! 🔮

📝 Our "Photorealistic Material Editing Through Direct Image Manipulation" paper is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/photorealistic-material-editing/ The previous paper with the microplanet scene is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nader S., Owen Campbell-Moore, Owen Skarpness, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #NeuralRendering

How Well Can an AI Learn Physics? ⚛

2Bw5f4vYL98 | 13 Jun 2020

How Well Can an AI Learn Physics? ⚛

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Learning to Simulate Complex Physics with Graph Networks" is available here: https://arxiv.org/abs/2002.09405 https://sites.google.com/view/learning-to-simulate/home#h.p_hjnaJ6k8y0wo 🌊 The thesis on fluids is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/fluid_control_msc_thesis/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nader S., Owen Campbell-Moore, Owen Skarpness, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI’s Jukebox AI Writes Amazing New Songs 🎼

6oQ0Obi14rM | 09 Jun 2020

OpenAI’s Jukebox AI Writes Amazing New Songs 🎼

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers Their instrumentation of this paper is available here: https://app.wandb.ai/authors/openai-jukebox/reports/Experiments-with-OpenAI-Jukebox--VmlldzoxMzQwODg 📝 The paper "Jukebox: A Generative Model for Music" is available here: https://openai.com/blog/jukebox/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nader S., Owen Campbell-Moore, Owen Skarpness, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1261793/ Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Controls Virtual Quadrupeds! 🐕

qwAiLBPEt_k | 06 Jun 2020

This AI Controls Virtual Quadrupeds! 🐕

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers Their instrumentation for this previous work is available here: https://app.wandb.ai/sweep/nerf/reports/NeRF-%E2%80%93-Representing-Scenes-as-Neural-Radiance-Fields-for-View-Synthesis--Vmlldzo3ODIzMA 📝 The paper "CARL: Controllable Agent with Reinforcement Learning for Quadruped Locomotion" is available here: https://inventec-ai-center.github.io/projects/CARL/index.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nader S., Owen Campbell-Moore, Owen Skarpness, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Is Style Transfer For Fluid Simulations Possible? 🌊

b8sCSumMUvM | 03 Jun 2020

Is Style Transfer For Fluid Simulations Possible? 🌊

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers Their showcased post is available here: https://app.wandb.ai/wandb/huggingtweets/reports/HuggingTweets-Train-a-model-to-generate-tweets--VmlldzoxMTY5MjI 📝 The paper "Lagrangian Neural Style Transfer for Fluids" is available here: http://www.byungsoo.me/project/lnst/index.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Michael Albrecht, Nader S., Owen Campbell-Moore, Owen Skarpness, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind’s New AI Helps Detecting Breast Cancer

8GVHuGCH2eM | 30 May 2020

DeepMind’s New AI Helps Detecting Breast Cancer

❤️ Check out Linode here and get $20 free credit on your account: https://www.linode.com/papers 📝 The paper "International evaluation of an AI system for breast cancer screening" is available here: https://deepmind.com/research/publications/International-evaluation-of-an-artificial-intelligence-system-to-identify-breast-cancer-in-screening-mammography ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Michael Albrecht, Nader S., Owen Campbell-Moore, Owen Skarpness, Rob Rowe, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Can We Make An Image Synthesis AI Controllable?

qk4cz0B5kK0 | 26 May 2020

Can We Make An Image Synthesis AI Controllable?

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers The showcased post is available here: https://app.wandb.ai/lavanyashukla/visualize-sklearn/reports/Visualize-Sklearn-Model-Performance--Vmlldzo0ODIzNg 📝 The paper "Semantically Multi-modal Image Synthesis" is available here: https://seanseattle.github.io/SMIS/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Michael Albrecht, Nader S., Owen Campbell-Moore, Owen Skarpness, Rob Rowe, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind Made A Superhuman AI For 57 Atari Games! 🕹

dJ4rWhpAGFI | 23 May 2020

DeepMind Made A Superhuman AI For 57 Atari Games! 🕹

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Agent57: Outperforming the Atari Human Benchmark" is available here: https://deepmind.com/blog/article/Agent57-Outperforming-the-human-Atari-benchmark https://arxiv.org/abs/2003.13350 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Michael Albrecht, Nader S., Owen Campbell-Moore, Rob Rowe, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #Agent57 #DeepMind

Now We Can Relight Paintings…and Turns Out, Photos Too! 🎨

ihYsJpibNRU | 20 May 2020

Now We Can Relight Paintings…and Turns Out, Photos Too! 🎨

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers Their instrumentation for this paper is available here: https://app.wandb.ai/ayush-thakur/paintlight/reports/Generate-Artificial-Lightning-Effect--VmlldzoxMTA2Mjg 📝 The paper "Generating Digital Painting Lighting Effects via RGB-space Geometry" is available here: https://lllyasviel.github.io/PaintingLight/ The brush synthesizer project is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/procedural-brush-synthesis-paper/ Image credits: Style2Paints Team Pepper and Carrot David Revoy - https://www.davidrevoy.com/tag/cc-by 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Michael Albrecht, Nader S., Owen Campbell-Moore, Rob Rowe, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Two Shots of Green Screen Please!

sTe_-YOccdM | 16 May 2020

Two Shots of Green Screen Please!

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers Their instrumentation for this paper is available here: https://app.wandb.ai/stacey/greenscreen/reports/Two-Shots-to-Green-Screen%3A-Collage-with-Deep-Learning--VmlldzoxMDc4MjY 📝 The paper "Background Matting: The World is Your Green Screen" is available here: https://grail.cs.washington.edu/projects/background-matting/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Michael Albrecht, Nader S., Owen Campbell-Moore, Rob Rowe, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Can We Teach a Robot Hand To Keep Learning?

9gX24m3kcjA | 12 May 2020

Can We Teach a Robot Hand To Keep Learning?

❤️ Check out Linode here and get $20 free credit on your account: https://www.linode.com/papers 📝 The paper "Efficient Adaptation for End-to-End Vision-Based Robotic Manipulation" is available here: https://sites.google.com/view/efficient-ft/home ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Michael Albrecht, Nader S., Owen Campbell-Moore, Rob Rowe, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Does Nothing In Games…And Still Wins!

u5wtoH0_KuA | 09 May 2020

This AI Does Nothing In Games…And Still Wins!

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers Their instrumentation for this paper is available here: https://app.wandb.ai/stacey/aprl/reports/Adversarial-Policies-in-Multi-Agent-Settings--VmlldzoxMDEyNzE 📝 The paper "Adversarial Policies" is available here: https://adversarialpolicies.github.io 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Michael Albrecht, Nader S., Owen Campbell-Moore, Rob Rowe, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Finally, A Blazing Fast Fluid Simulator!

i4KWiq3guRU | 06 May 2020

Finally, A Blazing Fast Fluid Simulator!

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers The shown blog post is available here: https://www.wandb.com/articles/visualize-lightgbm-performance-in-one-line-of-code 📝 The paper "Fast Fluid Simulations with Sparse Volumes on the GPU" and some code samples are available here: http://www.cs.utah.edu/~kwu/gvdb_sim.html 📸 Our Instagram page is available here: https://www.instagram.com/twominutepapers/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Michael Albrecht, Nader S., Owen Campbell-Moore, Rob Rowe, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Neural Network Dreams About Beautiful Natural Scenes

MPdj8KGZHa0 | 02 May 2020

Neural Network Dreams About Beautiful Natural Scenes

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers The shown blog post is available here: https://www.wandb.com/articles/better-models-faster-with-weights-biases 📝 The paper "Manipulating Attributes of Natural Scenes via Hallucination" is available here: https://hucvl.github.io/attribute_hallucination/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Michael Albrecht, Nader S., Owen Campbell-Moore, Rob Rowe, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

What’s Inside a Neural Network?

rGOy9rqGX1k | 28 Apr 2020

What’s Inside a Neural Network?

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers The shown blog post is available here: https://www.wandb.com/articles/visualize-xgboost-in-one-line 📝 The paper "Zoom In: An Introduction to Circuits" is available here: https://distill.pub/2020/circuits/zoom-in/ Followup article: https://distill.pub/2020/circuits/early-vision/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Benji Rabhan, Bruno Mikuš, Bryan Learn, Christian Ahlin, Daniel Hasegan, Eric Haddad, Eric Martel, Javier Bustamante, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Michael Albrecht, Nader S., Owen Campbell-Moore, Rob Rowe, Robin Graham, Steef, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh More info if you would like to appear here: https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/

Is Simulating Soft and Bouncy Jelly Possible? 🦑

54YvCE8_7lM | 25 Apr 2020

Is Simulating Soft and Bouncy Jelly Possible? 🦑

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "A Hybrid Material Point Method for Frictional Contact with Diverse Materials" is available here: https://www.math.ucla.edu/~qiguo/Hybrid_MPM.pdf ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Creates Beautiful Time Lapse Videos ☀️

EWKAgwgqXB4 | 22 Apr 2020

This AI Creates Beautiful Time Lapse Videos ☀️

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers The shown blog post is available here: https://www.wandb.com/articles/intro-to-cnns-with-wandb 📝 The paper "High-Resolution Daytime Translation Without Domain Labels" is available here: - https://saic-mdal.github.io/HiDT/ - https://github.com/saic-mdal/HiDT 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Learned to Summarize Videos 🎥

bVXPnP8k6yo | 18 Apr 2020

This AI Learned to Summarize Videos 🎥

❤️ Check out Linode here and get $20 free credit on your account: https://www.linode.com/papers 📝 The paper "CLEVRER: CoLlision Events for Video REpresentation and Reasoning" is available here: http://clevrer.csail.mit.edu/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-95032/ Neural network image credit: https://en.wikipedia.org/wiki/Neural_network Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Sure, DeepFake Detectors Exist - But Can They Be Fooled?

hFZlxpJPI5w | 15 Apr 2020

Sure, DeepFake Detectors Exist - But Can They Be Fooled?

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Adversarial Deepfakes: Evaluating Vulnerability of Deepfake Detectors to Adversarial Examples" is available here: https://arxiv.org/abs/2002.12749 https://adversarialdeepfakes.github.io/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #Deepfake

This Neural Network Learned To Look Around In Real Scenes

nCpGStnayHk | 11 Apr 2020

This Neural Network Learned To Look Around In Real Scenes

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers Their amazing instrumentation is available here: https://app.wandb.ai/sweep/nerf/reports/NeRF-%E2%80%93-Representing-Scenes-as-Neural-Radiance-Fields-for-View-Synthesis--Vmlldzo3ODIzMA 📝 The paper "NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis" is available here: http://www.matthewtancik.com/nerf 📝 The paper "Gaussian Material Synthesis" is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Makes "Audio Deepfakes"

VQgYPv8tb6A | 08 Apr 2020

This AI Makes "Audio Deepfakes"

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers Their blog post on #deepfakes is available here: https://www.wandb.com/articles/improving-deepfake-performance-with-data 📝 The paper "Neural Voice Puppetry: Audio-driven Facial Reenactment" and its online demo are available here: Paper: https://justusthies.github.io/posts/neural-voice-puppetry/ Demo - **Update: seems to have been disabled in the meantime, apologies!** : http://kaldir.vc.in.tum.de:9000/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Muscle Simulation...Now In Real Time! 💪

higGxGmwDbs | 04 Apr 2020

Muscle Simulation...Now In Real Time! 💪

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "VIPER: Volume Invariant Position-based Elastic Rods" is available here: https://arxiv.org/abs/1906.05260 https://github.com/vcg-uvic/viper ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Is Visualizing Light Waves Possible? ☀️

-O7ZJ-AJGRE | 31 Mar 2020

Is Visualizing Light Waves Possible? ☀️

❤️ Check out Weights & Biases here and sign up for a free demo here: https://www.wandb.com/papers Their blog post is available here: https://www.wandb.com/articles/intro-to-keras-with-weights-biases 📝 The paper "Progressive Transient Photon Beams" is available here: http://webdiis.unizar.es/~juliom/pubs/2019CGF-PTPB/ 📝 The paper "Femto-Photography: Capturing and Visualizing the Propagation of Light" is available here: http://giga.cps.unizar.es/~ajarabo/pubs/femtoSIG2013/ My light transport course is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ The paper with the image of the shown caustics is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ Erratum: people see a "slightly" younger, not older version of you. Apologies! 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Everybody Can Make Deepfakes Now!

mUfJOQKdtAk | 28 Mar 2020

Everybody Can Make Deepfakes Now!

❤️ Check out Weights & Biases here and sign up for a free demo here: https://www.wandb.com/papers Their blog post is available here: https://www.wandb.com/articles/hyperparameter-tuning-as-easy-as-1-2-3 📝 The paper "First Order Motion Model for Image Animation" and its source code are available here: - Paper: https://aliaksandrsiarohin.github.io/first-order-model-website/ - Colab notebook: https://colab.research.google.com/github/AliaksandrSiarohin/first-order-model/blob/master/demo.ipynb Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #DeepFakes

Can Self-Driving Cars Learn Depth Perception? 🚘

eTYcMB6Yhe8 | 25 Mar 2020

Can Self-Driving Cars Learn Depth Perception? 🚘

❤️ Check out Weights & Biases here and sign up for a free demo here: https://www.wandb.com/papers The showcased instrumentation post is available here: https://app.wandb.ai/stacey/sfmlearner/reports/See-3D-from-Video%3A-Depth-Perception-for-Self-Driving-Cars--Vmlldzo2Nzg2Nw 📝 The paper "Unsupervised Learning of Depth and Ego-Motion from Video" is available here: https://people.eecs.berkeley.edu/~tinghuiz/projects/SfMLearner/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #SelfDrivingCars

Google’s Chatbot: Almost Perfect 🤖

3Wppf_CNvD0 | 21 Mar 2020

Google’s Chatbot: Almost Perfect 🤖

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Towards a Human-like Open-Domain Chatbot" is available here: https://arxiv.org/abs/2001.09977 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Neural Network Regenerates…Kind Of 🦎

bXzauli1TyU | 17 Mar 2020

This Neural Network Regenerates…Kind Of 🦎

❤️ Check out Weights & Biases here and sign up for a free demo here: https://www.wandb.com/papers The shown blog post is available here: https://www.wandb.com/articles/visualize-xgboost-in-one-line 📝 The paper "Growing Neural Cellular Automata" is available here: https://distill.pub/2020/growing-ca/ Game of Life source: https://copy.sh/life/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Neural Network Learned The Style of Famous Illustrators

-IbNmc2mTz4 | 14 Mar 2020

This Neural Network Learned The Style of Famous Illustrators

❤️ Check out Weights & Biases here and sign up for a free demo here: https://www.wandb.com/papers The shown blog post is available here: https://www.wandb.com/articles/better-models-faster-with-weights-biases 📝 The paper "#GANILLA: Generative Adversarial Networks for Image to Illustration Translation" is available here: https://github.com/giddyyupp/ganilla 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Thumbnail background image credit: https://pixabay.com/images/id-3651473/ Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Deformable Simulations…Running In Real Time! 🐙

HcB3ImpYeQU | 10 Mar 2020

Deformable Simulations…Running In Real Time! 🐙

❤️ Check out Weights & Biases here and sign up for a free demo here: https://www.wandb.com/papers The shown blog post is available here: https://www.wandb.com/articles/visualize-lightgbm-performance-in-one-line-of-code 📝 The paper "A Scalable Galerkin Multigrid Method for Real-time Simulation of Deformable Objects" is available here: http://tiantianliu.cn/papers/xian2019multigrid/xian2019multigrid.html ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Transferring Real Honey Into A Simulation 🍯

yX84nGi-V7E | 07 Mar 2020

Transferring Real Honey Into A Simulation 🍯

❤️ Check out Linode here and get $20 free credit on your account: https://www.linode.com/papers 📝 The paper "Video-Guided Real-to-Virtual Parameter Transfer for Viscous Fluids" is available here: http://gamma.cs.unc.edu/ParameterTransfer/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Meet and discuss your ideas with other Fellow Scholars on the Two Minute Papers Discord: https://discordapp.com/invite/hbcTJu2 Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Can We Detect Neural Image Generators?

mjl4NEMG0JE | 04 Mar 2020

Can We Detect Neural Image Generators?

❤️ Check out Weights & Biases here and sign up for a free demo here: https://www.wandb.com/papers Their instrumentation of this paper: https://app.wandb.ai/lavanyashukla/cnndetection/reports/Detecting-CNN-Generated-Images--Vmlldzo2MTU1Mw 📝 The paper "CNN-generated images are surprisingly easy to spot...for now" is available here: https://peterwang512.github.io/CNNDetection/ Our Discord server is now available here and you are all invited! https://discordapp.com/invite/hbcTJu2 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #DeepFake #DeepFakes

This Neural Network Creates 3D Objects From Your Photos

548sCh0mMRc | 29 Feb 2020

This Neural Network Creates 3D Objects From Your Photos

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Learning to Predict 3D Objects with an Interpolation-based Differentiable Renderer" is available here: https://nv-tlabs.github.io/DIB-R/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1232435/ Thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

The Story of Light ☀️

TbWQ4lMnLNw | 25 Feb 2020

The Story of Light ☀️

📝 The paper "Unifying points, beams, and paths in volumetric light transport simulation" and its implementation are available here: - https://cs.dartmouth.edu/~wjarosz/publications/krivanek14upbp.html - http://www.smallupbp.com/ Eric Veach's thesis with Multiple Importance Sampling is available here: https://graphics.stanford.edu/papers/veach_thesis/ My Light Transport course at the TU Wien is available here: https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi We are hiring! I recommend the topic "Lighting Simulation For Architectural Design": http://gcd.tuwien.ac.at/?page_id=2404 My educational light transport program and 1D MIS implementation is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/smallpaint/ Wojciech Jarosz's Beams paper is available here: https://cs.dartmouth.edu/~wjarosz/publications/jarosz11comprehensive.html Errata: Wojciech Jarosz is at the Dartmouth College, or simply Dartmouth (not the Dartmouth University). He also started at Disney Research in 2009, a little earlier than I noted. Apologies! ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Neural Network Turns Videos Into 60 FPS!

B1Dk_9k6l08 | 18 Feb 2020

This Neural Network Turns Videos Into 60 FPS!

❤️ Check out Weights & Biases here and sign up for a free demo here: https://www.wandb.com/papers Their blog post on hyperparameter optimization is available here: https://www.wandb.com/articles/find-the-most-important-hyperparameters-in-seconds 📝 The paper "Depth-Aware Video Frame Interpolation" and its source code are available here: https://sites.google.com/view/wenbobao/dain The promised playlist with a TON of interpolated videos: https://www.youtube.com/playlist?list=PLDi8wAVyouYNDl7gGdSbWKdRxIogfeD3H 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Far Cry video source by N00MKRAD: https://www.youtube.com/watch?v=tW0cvyut7Gk&list=PLDi8wAVyouYNDl7gGdSbWKdRxIogfeD3H Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #DainApp

Neural Portrait Relighting is Here!

Ks7wDYsN4yM | 15 Feb 2020

Neural Portrait Relighting is Here!

❤️ Check out Weights & Biases here and sign up for a free demo here: https://www.wandb.com/papers Their blog post and example project are available here: - https://www.wandb.com/articles/exploring-gradients - https://colab.research.google.com/drive/1bsoWY8g0DkxAzVEXRigrdqRZlq44QwmQ 📝 The paper "Deep Single Image Portrait Relighting" is available here: https://zhhoper.github.io/dpr.html ☀️ Our "Separable Subsurface Scattering" paper with source code is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI Performs Surgery On A Neural Network to Play DOTA 2

62Q1NL4k8cI | 11 Feb 2020

OpenAI Performs Surgery On A Neural Network to Play DOTA 2

❤️ Check out Linode here and get $20 free credit on your account: https://www.linode.com/papers 📝 The paper "Dota 2 with Large Scale Deep Reinforcement Learning" from #OpenAI is available here: https://arxiv.org/abs/1912.06680 https://openai.com/projects/five/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #DOTA2

This Neural Network Restores Old Videos

EjVzjxihGvU | 08 Feb 2020

This Neural Network Restores Old Videos

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers Their blog post on training neural networks is available here: https://www.wandb.com/articles/fundamentals-of-neural-networks 📝 The paper "DeepRemaster: Temporal Source-Reference Attention Networks for Comprehensive Video Enhancement" is available here: http://iizuka.cs.tsukuba.ac.jp/projects/remastering/en/index.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Alex Paden, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Simulating Breaking Bread 🍞

9IqRdEs4_JU | 04 Feb 2020

Simulating Breaking Bread 🍞

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "CD-MPM: Continuum Damage Material Point Methods for Dynamic Fracture Animation" and its source code is available here: - https://www.seas.upenn.edu/~cffjiang/research/wolper2019fracture/wolper2019fracture.pdf - https://github.com/squarefk/ziran2019 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

StyleGAN2: Near-Perfect Human Face Synthesis...and More

SWoravHhsUU | 01 Feb 2020

StyleGAN2: Near-Perfect Human Face Synthesis...and More

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers Their blog post on street scene segmentation is available here: https://app.wandb.ai/borisd13/semantic-segmentation/reports/Semantic-Segmentation-on-Street-Scenes--VmlldzoxMDk2OA 📝 The paper "Analyzing and Improving the Image Quality of #StyleGAN" and its source code is available here: - http://arxiv.org/abs/1912.04958 - https://github.com/NVlabs/stylegan2 You can try it here: - https://colab.research.google.com/drive/1ShgW6wohEFQtqs_znMna3dzrcVoABKIH#scrollTo=4_s8h-ilzHQc 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Finally, Differentiable Physics is Here!

T7w7QuYa4SQ | 28 Jan 2020

Finally, Differentiable Physics is Here!

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers Their instrumentation for this paper is available here: https://app.wandb.ai/lavanyashukla/difftaichi 📝 The paper "DiffTaichi: Differentiable Programming for Physical Simulation" is available here: - https://arxiv.org/abs/1910.00935 - https://github.com/yuanming-hu/difftaichi My thesis on fluid control (with source code) is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/fluid_control_msc_thesis/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-407081/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Neural Network Combines Motion Capture and Physics

o_DhNqHazKY | 25 Jan 2020

This Neural Network Combines Motion Capture and Physics

❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 📝 The paper "DReCon: Data-Driven responsive Control of Physics-Based Characters" is available here: - https://montreal.ubisoft.com/en/drecon-data-driven-responsive-control-of-physics-based-characters/ - https://static-wordpress.akamaized.net/montreal.ubisoft.com/wp-content/uploads/2019/11/13214229/DReCon.pdf 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #gamedev

Is a Realistic Water Bubble Simulation Possible?

O-52enqUSNw | 21 Jan 2020

Is a Realistic Water Bubble Simulation Possible?

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers Their blog post and report on 3D segmentation is available here: https://app.wandb.ai/nbaryd/SparseConvNet-examples_3d_segmentation/reports?view=nbaryd%2FSemantic%20Segmentation%20of%203D%20Point%20Clouds 📝 The paper "Unified Spray, Foam and Bubbles for Particle-Based Fluids" is available here: - https://pdfs.semanticscholar.org/72ec/134f3c87c543be5f95330f73f4eb383c5511.pdf - https://cg.informatik.uni-freiburg.de/publications/2012_CGI_sprayFoamBubbles.pdf The FLIP Fluids plugin is available here: https://blendermarket.com/products/flipfluids If you wish to understand and implement a simple, real-time fluid simulator, you can check out my thesis here. It runs on your GPU and comes with source code: https://users.cg.tuwien.ac.at/zsolnai/gfx/fluid_control_msc_thesis/ If you are yearning for more, Doyub Kim's Fluid Engine Development is available here: https://doyub.com/fluid-engine-development/ Ryan Guy's notes on their FLIP Fluids implementation differences from the paper: - The paper mentions gathering data from nearby particles in some calculations. Our simulator does not perform a nearest-neighbour particle search so we've made some modifications to to avoid this search. - Our whitewater generator uses the Signed Distance Field (SDF) of the liquid surface to derive the surface curvature for locating wavecrests. - The SDF is also used to test the depth of the particles, such as if they are located inside or outside of the liquid volume. - Instead of using the particles to calculate velocity difference (trapped air potential), we are using velocity values that are stored on the grid. 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: Ryan Guy and Dennis Fassbaender Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Neural Network Performs Foveated Rendering

eTUmmW4ispA | 18 Jan 2020

This Neural Network Performs Foveated Rendering

❤️ Check out Linode here and get $20 free credit on your account: https://www.linode.com/papers 📝 The paper "DeepFovea: Neural Reconstruction for Foveated Rendering and Video Compression using Learned Statistics of Natural Videos" is available here: https://research.fb.com/publications/deepfovea-neural-reconstruction-for-foveated-rendering-and-video-compression-using-learned-statistics-of-natural-videos/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1893783/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #vr

This Beautiful Fluid Simulator Warps Time…Kind Of 🌊

wsFgrzYwchQ | 14 Jan 2020

This Beautiful Fluid Simulator Warps Time…Kind Of 🌊

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "A Temporally Adaptive Material Point Method with Regional Time Stepping" is available here: http://taichi.graphics/wp-content/uploads/2018/06/asyncmpm.pdf Disney’s “A Material Point Method For Snow Simulation” is available here: Video: https://www.youtube.com/watch?v=O0kyDKu8K-k Paper: https://www.math.ucla.edu/~jteran/papers/SSCTS13.pdf 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Baking And Melting Chocolate Simulations Are Now Possible! 🍫

SIGQSgifs6s | 10 Jan 2020

Baking And Melting Chocolate Simulations Are Now Possible! 🍫

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers Their blog post is available here: https://www.wandb.com/tutorial/build-a-neural-network 📝 The paper "A Thermomechanical Material Point Method for Baking and Cooking " is available here: https://www.math.ucla.edu/~myding/papers/baking_paper_final.pdf https://dl.acm.org/doi/10.1145/3355089.3356537 ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

MuZero: DeepMind’s New AI Mastered More Than 50 Games

hYV4-m7_SK8 | 07 Jan 2020

MuZero: DeepMind’s New AI Mastered More Than 50 Games

❤️ Check out Linode here and get $20 free credit on your account: https://www.linode.com/papers 📝 The paper "Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model" is available here: https://arxiv.org/abs/1911.08265 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1215079/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Robot Arm Learned To Assemble Objects It Hasn’t Seen Before

O8l4Kn-j-5M | 04 Jan 2020

This Robot Arm Learned To Assemble Objects It Hasn’t Seen Before

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Form2Fit: Learning Shape Priors for Generalizable Assembly from Disassembly" is available here: https://form2fit.github.io/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

These Natural Images Fool Neural Networks (And Maybe You Too)

cpxtd-FKY1Y | 31 Dec 2019

These Natural Images Fool Neural Networks (And Maybe You Too)

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers Their blog post on training a neural network is available here: https://www.wandb.com/articles/mnist 📝 The paper "Natural Adversarial Examples" and its dataset are available here: https://arxiv.org/abs/1907.07174 https://github.com/hendrycks/natural-adv-examples Andrej Karpathy's image classifier: https://cs.stanford.edu/people/karpathy/convnetjs/demo/cifar10.html You can also join us here to get early access to these videos: https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Anastasia Marchenkova, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-4344997/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI Safety Gym: A Safe Place For AIs To Learn 💪

_s7Bg6yVOdo | 20 Dec 2019

OpenAI Safety Gym: A Safe Place For AIs To Learn 💪

❤️ Check out Linode here and get $20 free credit on your account: https://www.linode.com/papers 📝 The paper "Benchmarking Safe Exploration in Deep Reinforcement Learning" is available here: https://openai.com/blog/safety-gym/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Anastasia Marchenkova, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

We Taught an AI To Synthesize Materials 🔮

Wtz-bNywXBY | 17 Dec 2019

We Taught an AI To Synthesize Materials 🔮

📝 Our paper "Photorealistic Material Editing Through Direct Image Manipulation" and its source code are now available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/photorealistic-material-editing/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Anastasia Marchenkova, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #neuralrendering

Differentiable Rendering is Amazing!

tGJ4tEwhgo8 | 14 Dec 2019

Differentiable Rendering is Amazing!

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers Their mentioned blog post is available here:https://www.wandb.com/articles/p-picking-a-machine-learning-model 📝 The paper "Reparameterizing discontinuous integrands for differentiable rendering" is available here: https://rgl.epfl.ch/publications/Loubet2019Reparameterizing 📝 Our "Gaussian Material Synthesis" paper is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ The free Rendering course on light transport is available here: https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Anastasia Marchenkova, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #neuralrendering

This AI Creates A Moving Digital Avatar Of You

NlZJlFCh8MU | 11 Dec 2019

This AI Creates A Moving Digital Avatar Of You

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Neural Volumes: Learning Dynamic Renderable Volumes from Images" is available here: https://research.fb.com/publications/neural-volumes-learning-dynamic-renderable-volumes-from-images/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Anastasia Marchenkova, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Erik de Bruijn, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-1280538/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind’s AlphaStar: A Grandmaster Level StarCraft 2 AI

jtlrWblOyP4 | 03 Dec 2019

DeepMind’s AlphaStar: A Grandmaster Level StarCraft 2 AI

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers Their mentioned blog post: https://www.wandb.com/articles/ml-best-practices-test-driven-development 📝 The paper "#AlphaStar: Grandmaster level in StarCraft II using multi-agent reinforcement learning" is available here: https://deepmind.com/blog/article/AlphaStar-Grandmaster-level-in-StarCraft-II-using-multi-agent-reinforcement-learning Matches versus Serral, casted by Artosis (this is a playlist): https://www.youtube.com/watch?v=OxseexGkv_Q&list=PLojXIrB9Xau29fR-ZSdbFllI-ZCuH6urt One more incredible match to watch that I loved (note: explicit language): https://www.youtube.com/watch?v=pUEPsHojUdw 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Anastasia Marchenkova, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Tybie Fitzhugh. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Makes The Mona Lisa Speak…And More!

4J0cpdR7qec | 30 Nov 2019

This AI Makes The Mona Lisa Speak…And More!

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Few-shot Video-to-Video Synthesis" is available here: https://nvlabs.github.io/few-shot-vid2vid/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Anastasia Marchenkova, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #DeepFake

This AI Captures Your Hair Geometry...From Just One Photo! 👩‍🦱

slJI5r9rltI | 27 Nov 2019

This AI Captures Your Hair Geometry...From Just One Photo! 👩‍🦱

❤️ Check out Linode here and get $20 free credit on your account: https://www.linode.com/papers 📝 Links to the paper "Dynamic Hair Modeling from Monocular Videos using Deep Neural Networks" are available here: http://www.cad.zju.edu.cn/home/zyy/docs/dynamic_hair.pdf http://www.kunzhou.net/2019/dynamic-hair-capture-sa19.pdf https://www.youyizheng.net/research.html ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Anastasia Marchenkova, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #GameDev

OpenAI’s Robot Hand Won't Stop Rotating The Rubik’s Cube 👋

9b2dxc1QalM | 22 Nov 2019

OpenAI’s Robot Hand Won't Stop Rotating The Rubik’s Cube 👋

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers The mentioned #OpenAI blog post on the gradients and its notebook are available here: Post: https://www.wandb.com/articles/exploring-gradients Notebook: https://colab.research.google.com/drive/1bsoWY8g0DkxAzVEXRigrdqRZlq44QwmQ 📝 The paper "Solving Rubik’s Cubewith a Robot Hand" is available here: https://openai.com/blog/solving-rubiks-cube/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Anastasia Marchenkova, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dan Kennedy, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Learned To Animate Humanoids🚶

cTqVhcrilrE | 16 Nov 2019

This AI Learned To Animate Humanoids🚶

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Neural State Machine for Character-Scene Interactions" is available here: https://github.com/sebastianstarke/AI4Animation 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Anastasia Marchenkova, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #GameDev

This AI Clones Your Voice After Listening for 5 Seconds 🤐

0sR1rU3gLzQ | 12 Nov 2019

This AI Clones Your Voice After Listening for 5 Seconds 🤐

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers The shown blog post is available here: https://www.wandb.com/articles/fundamentals-of-neural-networks 📝 The paper "Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis" and audio samples are available here: https://arxiv.org/abs/1806.04558 https://google.github.io/tacotron/publications/speaker_adaptation/ An unofficial implementation of this paper is available here. Note that this was not made by the authors of the original paper and may contain deviations from the described technique - please judge its results accordingly! https://github.com/CorentinJ/Real-Time-Voice-Cloning 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Anastasia Marchenkova, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Benji Rabhan, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #VoiceCloning

Ken Burns Effect, Now In 3D!

FZZ9rpmVCqE | 08 Nov 2019

Ken Burns Effect, Now In 3D!

❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 📝 The paper "3D Ken Burns Effect from a Single Image" is available here: https://arxiv.org/abs/1909.05483 The paper with the Microplanet scene at the start is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ Scene geometry: Marekv Image credits: Ian D. Keating, Kirk Lougheed (Link: https://www.flickr.com/photos/kirklougheed/36766944501 ), Leif Skandsen, Oliver Wang, Ben Abel, Aurel Manea, Jocelyn Erskine-Kellie, Jaisri Lingappa, and Intiaz Rahim. 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Anastasia Marchenkova, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Can an AI Learn The Concept of Pose And Appearance? 👱‍♀️

Z6iTo7KY7lw | 05 Nov 2019

Can an AI Learn The Concept of Pose And Appearance? 👱‍♀️

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "HoloGAN: Unsupervised learning of 3D representations from natural images" is available here: https://www.monkeyoverflow.com/#/hologan-unsupervised-learning-of-3d-representations-from-natural-images/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Anastasia Marchenkova, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Cubify All The Things! 🐄

g1sAjtDoItE | 02 Nov 2019

Cubify All The Things! 🐄

❤️ Check out Linode here and get $20 free credit on your account: https://www.linode.com/papers 📝 The paper "Cubic Stylization" is available here: http://www.dgp.toronto.edu/projects/cubic-stylization/ Erratum: I have misunderstood the "fixing" part. Instead of fixing as in "repairing", it rather fixes regions as in "pinning down" parts of it. (Thank you Liam Appelbe for noting it!) 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Anastasia Marchenkova, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Learns To Compute Game Physics In Microseconds ⚛️

atcKO15YVD8 | 29 Oct 2019

AI Learns To Compute Game Physics In Microseconds ⚛️

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers Their blog post and their CodeSearchNet system are available here: https://www.wandb.com/articles/codesearchnet https://app.wandb.ai/github/CodeSearchNet/benchmark 📝 The paper "Subspace Neural Physics: Fast Data-Driven Interactive Simulation" is available here: https://montreal.ubisoft.com/fr/deep-cloth-paper/ http://theorangeduck.com/page/subspace-neural-physics-fast-data-driven-interactive-simulation 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Anastasia Marchenkova, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #gamedev

AIs Are Getting Too Smart - Time For A New "IQ Test” 🎓

nSHU-4Yt4eQ | 26 Oct 2019

AIs Are Getting Too Smart - Time For A New "IQ Test” 🎓

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems" is available here: https://super.gluebenchmark.com https://arxiv.org/abs/1905.00537 Our earlier video, "DeepMind's AI Takes An IQ Test": https://www.youtube.com/watch?v=eSaShQbUJTQ Our earlier video on the OpenAI Retro Contest is available here: https://www.youtube.com/watch?v=2FHHuRTkr_Y 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Anastasia Marchenkova, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI Plays Hide and Seek…and Breaks The Game! 🤖

Lu56xVlZ40M | 22 Oct 2019

OpenAI Plays Hide and Seek…and Breaks The Game! 🤖

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers Their blog post is available here: https://www.wandb.com/articles/better-paths-through-idea-space 📝 The paper "Emergent Tool Use from Multi-Agent Interaction" is available here: https://openai.com/blog/emergent-tool-use/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #OpenAI

AI Learns Human Movement From Unorganized Data 🏃‍♀️

882O_7hsAms | 19 Oct 2019

AI Learns Human Movement From Unorganized Data 🏃‍♀️

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Learning Predict-and-Simulate Policies From Unorganized Human Motion Data" is available here: http://mrl.snu.ac.kr/publications/ProjectICC/ICC.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Is a Realistic Honey Simulation Possible? 🍯

7SM816P5G9s | 15 Oct 2019

Is a Realistic Honey Simulation Possible? 🍯

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers 📝 The paper "A Geometrically Consistent Viscous Fluid Solver with Two-Way Fluid-Solid Coupling" is available here: http://gamma.cs.unc.edu/ViscTwoway/ The Weights & Biases posts on the Witness (and code!) are available here: https://www.wandb.com/articles/i-trained-a-robot-to-play-the-witness https://github.com/wandb/witness My earlier video on The Witness game: https://www.youtube.com/watch?v=Ee9vF5eChhU ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepFake Detector AIs Are Good Too!

RoGHVI-w9bE | 12 Oct 2019

DeepFake Detector AIs Are Good Too!

❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 📝 The paper "FaceForensics++: Learning to Detect Manipulated Facial Images" is available here: http://www.niessnerlab.org/projects/roessler2019faceforensicspp.html ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #DeepFake #DeepFakes #FaceSwap

Finally, Style Transfer For Smoke Simulations! 💨

leoRHsBsv6Q | 09 Oct 2019

Finally, Style Transfer For Smoke Simulations! 💨

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Transport-Based Neural Style Transfer for Smoke Simulations" is available here: http://www.byungsoo.me/project/neural-flow-style/index.html 💨 My fluid control paper and its source code (and Blender implementation) is available here, pick it up if you're interested! If I remember correctly, you will have to be able to compile Blender. - https://users.cg.tuwien.ac.at/zsolnai/gfx/real_time_fluid_control_eg/ (If you improved this in some way, please let me know!) Wavelet Turbulence - one of the best papers ever written: http://www.tkim.graphics/WTURB/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Google's AI Plays Football…For Science! ⚽️

Uk9p4Kk98_g | 05 Oct 2019

Google's AI Plays Football…For Science! ⚽️

📝 The paper "Google Research Football: A Novel Reinforcement Learning Environment" is available here: https://arxiv.org/abs/1907.11180 https://github.com/google-research/football https://ai.googleblog.com/2019/06/introducing-google-research-football.html ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bryan Learn, Christian Ahlin, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI’s GPT-2 Is Now Available - It Is Wise as a Scholar! 🎓

0OtZ8dUFxXA | 01 Oct 2019

OpenAI’s GPT-2 Is Now Available - It Is Wise as a Scholar! 🎓

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers Weights & Biases blog post (the notebook is available too!) - https://www.wandb.com/articles/visualize-xgboost-in-one-line - https://colab.research.google.com/drive/1SPludDkpAPonmdDdRlIJ7d5jB2FwVfZn#scrollTo=kszahG2PBN5R Try GPT-2 yourself here and post your results in the comments if you've found anything interesting. https://talktotransformer.com/ Check out this GPT-2 implementation too (thanks Robert Miles for the link!) - write something, then tab, enter, tab, enter and so on: https://transformer.huggingface.co/doc/gpt2-large OpenAI's post: https://openai.com/blog/gpt-2-6-month-follow-up/ Tweet source: https://twitter.com/gdm3000/status/1151469462614368256 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #OpenAI #GPT2

These Are The 7 Capabilities Every AI Should Have

zrF5_O92ELQ | 28 Sep 2019

These Are The 7 Capabilities Every AI Should Have

❤️ Thank you so much for your support on Patreon: https://www.patreon.com/TwoMinutePapers 📝 The paper "Behaviour Suite for Reinforcement Learning" is available here: https://arxiv.org/abs/1908.03568 https://github.com/deepmind/bsuite 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This is How You Simulate Making Pasta 🍜

uVC5WowQxD8 | 24 Sep 2019

This is How You Simulate Making Pasta 🍜

❤️ Check out Linode here and get $20 free credit on your account: https://www.linode.com/papers 📷 Check us out on Instagram: https://www.instagram.com/twominutepapers/ 📝 The paper "A Multi-Scale Model for Coupling Strands with Shear-Dependent Liquid " is available here: http://www.cs.columbia.edu/cg/creamystrand/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

New Face Swapping AI Creates Amazing DeepFakes

duo-tHbSdMk | 21 Sep 2019

New Face Swapping AI Creates Amazing DeepFakes

📝 The paper "FSGAN: Subject Agnostic Face Swapping and Reenactment" is available here: https://nirkin.com/fsgan/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #DeepFakes #FaceSwap

This AI Clears Up Your Hazy Photos

qkHK1QdQ2Fk | 17 Sep 2019

This AI Clears Up Your Hazy Photos

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers 📝 The paper "Double-DIP: Unsupervised Image Decomposition via Coupled Deep-Image-Priors" is available here: http://www.wisdom.weizmann.ac.il/~vision/DoubleDIP/ https://github.com/yossigandelsman/DoubleDIP ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Adversarial Attacks on Neural Networks - Bug or Feature?

AOZw1tgD8dA | 10 Sep 2019

Adversarial Attacks on Neural Networks - Bug or Feature?

❤️ Support us on Patreon: https://www.patreon.com/TwoMinutePapers 📝 The paper "Adversarial Examples Are Not Bugs, They Are Features" is available here: http://gradientscience.org/adv/ The Distill discussion article is available here: https://distill.pub/2019/advex-bugs-discussion/ If you wish to play with some of these Distill articles, look here: - https://distill.pub/2017/feature-visualization/ - https://distill.pub/2018/building-blocks/ Andrej Karpathy’s image classifier - you can run this in your web browser: https://cs.stanford.edu/people/karpathy/convnetjs/demo/cifar10.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-2981865/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Adorable Baby T-Rex AI Learned To Dribble 🦖

-ryF7237gNo | 07 Sep 2019

This Adorable Baby T-Rex AI Learned To Dribble 🦖

❤️ Check out Linode here and get $20 free credit on your account: https://www.linode.com/papers 📝 The paper "MCP: Learning Composable Hierarchical Control with Multiplicative Compositional Policies" is available here: https://xbpeng.github.io/projects/MCP/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost,, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Hallucinates Images For You

Jnj7OmmOm2Y | 03 Sep 2019

This AI Hallucinates Images For You

📷 We are now available on Instagram: https://www.instagram.com/twominutepapers/ 📝 The paper "On the steerability of generative adversarial networks" is available here: https://ali-design.github.io/gan_steerability/ The paper "Learning a Manifold of Fonts" and its demo are available here: http://vecg.cs.ucl.ac.uk/Projects/projects_fonts/projects_fonts.html Our material synthesis paper is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Matthias Jost, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Finally, AI-Based Painting is Here!

IqHs_DkmDVo | 31 Aug 2019

Finally, AI-Based Painting is Here!

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers 📝 The paper "GANPaint Studio - Semantic Photo Manipulation with a Generative Image Prior" and its online demo are available here: http://ganpaint.io/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #GANPaint

DeepMind’s New AI Dreams Up Videos on Many Topics

IMZkLVBhcig | 27 Aug 2019

DeepMind’s New AI Dreams Up Videos on Many Topics

📝 The paper "Efficient Video Generation on Complex Datasets" is available here: https://arxiv.org/abs/1907.06571 ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Learns Facial Animation in VR

hkSfHCtpnHU | 24 Aug 2019

AI Learns Facial Animation in VR

❤️ Check out Linode here and get $20 free credit on your account: https://www.linode.com/papers 📝 The paper "VR Facial Animation via Multiview Image Translation" is available here: https://research.fb.com/publications/vr-facial-animation-via-multiview-image-translation/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #VR

Simulating Water and Debris Flows

CSQPD3oyvD8 | 21 Aug 2019

Simulating Water and Debris Flows

❤️ You can support the show through Patreon: https://www.patreon.com/TwoMinutePapers 📝 The paper "Animating Fluid Sediment Mixture in Particle-Laden Flows" is available here: http://pages.cs.wisc.edu/~sifakis/papers/MPM-particle-laden-flow.pdf https://dl.acm.org/citation.cfm?id=3201309 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Augmented Reality Presentations Are Coming!

wVtOuvFlczg | 17 Aug 2019

Augmented Reality Presentations Are Coming!

📝 The paper "Interactive Body-Driven Graphics for Augmented Video Performance" is available here: https://1iyiwei.github.io/ibg-chi19/ https://hal.archives-ouvertes.fr/hal-02005318/document ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Superhuman Poker AI Was Trained in 20 Hours

u90TbxK7VEA | 12 Aug 2019

This Superhuman Poker AI Was Trained in 20 Hours

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers Weights & Biases blog post with the 1 line of code visualization: https://www.wandb.com/articles/visualize-keras-models-with-one-line-of-code 📝 The paper "Superhuman AI for multiplayer poker" is available here: - https://ai.facebook.com/blog/pluribus-first-ai-to-beat-pros-in-6-player-poker/ - https://www.cs.cmu.edu/~noamb/papers/19-Science-Superhuman.pdf - https://science.sciencemag.org/content/early/2019/07/10/science.aay2400 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #Poker #PokerAI

3D Style Transfer For Video is Now Possible!

fcnjHmBcLNQ | 07 Aug 2019

3D Style Transfer For Video is Now Possible!

📝 The paper "Stylizing Video by Example" is available here: https://dcgi.fel.cvut.cz/home/sykorad/ebsynth.html The app is available here: https://ebsynth.com Our earlier episode on StyLit: https://www.youtube.com/watch?v=S7HlxaMmWAU ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Tighten the Towel! Simulating Liquid-Fabric Interactions

OEQf0AtSSsc | 03 Aug 2019

Tighten the Towel! Simulating Liquid-Fabric Interactions

📸 We are now available on Instagram with short snippets of our new episodes. Check us out there! https://www.instagram.com/twominutepapers/ 📝 The paper "A Multi-Scale Model for Simulating Liquid-Fabric Interactions" is available here: http://www.cs.columbia.edu/cg/wetcloth/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Learns About Movement By Watching Frozen People

prMk6Znm4Bc | 31 Jul 2019

This AI Learns About Movement By Watching Frozen People

📝 The paper "Learning the Depths of Moving People by Watching Frozen People" is available here: https://mannequin-depth.github.io/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Creates Near Perfect Images Of People, Dogs and More

xlrGOfvYcQc | 27 Jul 2019

AI Creates Near Perfect Images Of People, Dogs and More

❤️ Check out Weights & Biases here and sign up for a free demo: - Run experiments with this paper here: https://app.wandb.ai/l2k2/sonnet-sonnet_examples/runs/jizpgd0o?workspace=user-l2k2 - Free demo: https://www.wandb.com/papers 📝 The paper "Generating Diverse High-Fidelity Images with VQ-VAE-2" and its supplementary materials are available here: https://arxiv.org/abs/1906.00446 https://drive.google.com/file/d/1H2nr_Cu7OK18tRemsWn_6o5DGMNYentM/view Our latent-space material synthesis paper is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ Learning a Manifold of Fonts: http://vecg.cs.ucl.ac.uk/Projects/projects_fonts/projects_fonts.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Better Photorealistic Materials Are Coming!

tRHFQHYfAVc | 23 Jul 2019

Better Photorealistic Materials Are Coming!

📝 The paper "An Adaptive Parameterization for Efficient Material Acquisition and Rendering" is available here: https://rgl.epfl.ch/publications/Dupuy2018Adaptive My course on photorealistic rendering is available here: - Playlist: https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi - Website: https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Discovers Sentiment By Writing Amazon Reviews

hYWr67i8z5o | 20 Jul 2019

AI Discovers Sentiment By Writing Amazon Reviews

❤️ Support the show on Patreon: https://www.patreon.com/TwoMinutePapers ₿ Crypto and PayPal links are available below. Thank you very much for your generous support! › PayPal: https://www.paypal.me/TwoMinutePapers › Bitcoin: 1a5ttKiVQiDcr9j8JT2DoHGzLG7XTJccX › Ethereum: 0xbBD767C0e14be1886c6610bf3F592A91D866d380 › LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg 📝 The paper "Learning to Generate Reviews and Discovering Sentiment" is available here: https://openai.com/blog/unsupervised-sentiment-neuron/ https://arxiv.org/abs/1704.01444 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Virtual Characters Learn To Work Out…and Undergo Surgery 💪

kie4wjB1MCw | 16 Jul 2019

Virtual Characters Learn To Work Out…and Undergo Surgery 💪

📝 The paper "Scalable Muscle-actuated Human Simulation and Control" is available here: http://mrl.snu.ac.kr/research/ProjectScalable/Page.htm ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Rewrite Videos By Editing Text

2xWnOL5bts8 | 11 Jul 2019

Rewrite Videos By Editing Text

📝 The paper "Text-based Editing of Talking-head Video" is available here: https://www.ohadf.com/projects/text-based-editing/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #DeepFake

This Jello Simulation Uses Only ~88 Lines of Code

9M18rc9-VWU | 07 Jul 2019

This Jello Simulation Uses Only ~88 Lines of Code

📝 The paper "Moving Least Squares MPM with Compatible Particle-in-Cell" and its source code is available here: http://taichi.graphics/wp-content/uploads/2019/03/mls-mpm-cpic.pdf https://github.com/yuanming-hu/taichi_mpm The Taichi framework: http://taichi.graphics/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers ₿ Crypto and PayPal links are available below. Thank you very much for your generous support! › PayPal: https://www.paypal.me/TwoMinutePapers › Bitcoin: 1a5ttKiVQiDcr9j8JT2DoHGzLG7XTJccX › Ethereum: 0xbBD767C0e14be1886c6610bf3F592A91D866d380 › LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Makes The Mona Lisa Come To Life

thQ7QjqNPlY | 04 Jul 2019

This AI Makes The Mona Lisa Come To Life

❤️ Check out Weights & Biases here and sign up for a free demo: https://www.wandb.com/papers 📝 The paper "Few-Shot Adversarial Learning of Realistic Neural Talking Head Models" is available here: https://arxiv.org/abs/1905.08233v1 https://www.youtube.com/watch?v=p1b5aiTrGzY 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #DeepFake

Artistic Style Transfer, Now in 3D!

S7HlxaMmWAU | 29 Jun 2019

Artistic Style Transfer, Now in 3D!

📝 The paper "Fast Example-Based Stylization with Local Guidance" is available here: https://dcgi.fel.cvut.cz/home/sykorad/styleblit.html ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #StyleTransfer

OpenAI's MuseNet Learned to Compose Mozart, Bon Jovi and More

pQA8Wzt8wdw | 25 Jun 2019

OpenAI's MuseNet Learned to Compose Mozart, Bon Jovi and More

📝 The blog post on OpenAI MuseNet is available here: https://openai.com/blog/musenet/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Lukas Biewald, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #OpenAI #MuseNet

We Can All Be Video Game Characters With This AI

Y73iUAh56iI | 22 Jun 2019

We Can All Be Video Game Characters With This AI

📝 The paper "Vid2Game: Controllable Characters Extracted from Real-World Videos" is available here: https://arxiv.org/abs/1904.08379 ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #Vid2Game

All Hail The Mighty Translatotron!

38ZXwJj6j8k | 20 Jun 2019

All Hail The Mighty Translatotron!

❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers My talk and the full panel discussion at the NATO conference (I start at around the 12:30 minute mark): ▶️ https://www.facebook.com/StratComCOE/videos/698737203889068/ 📝 The paper "Direct speech-to-speech translation with a sequence-to-sequence model" and the voice samples are available here: https://arxiv.org/abs/1904.06037 https://google-research.github.io/lingvo-lab/translatotron/#conversational 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #Translatotron

This AI Makes Amazing DeepFakes…and More

aJq6ygTWdao | 15 Jun 2019

This AI Makes Amazing DeepFakes…and More

Check out Lambda Labs here: https://lambdalabs.com/papers 📝 The paper "Deferred Neural Rendering: Image Synthesis using Neural Textures" is available here: https://niessnerlab.org/projects/thies2019neural.html My earlier work on neural rendering in the first part of the video is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #Deepfake

How Can This Liquid Climb?

goD36hVVl7M | 08 Jun 2019

How Can This Liquid Climb?

📝 The paper "On the Accurate Large-scale Simulation of Ferrofluids" is available here: http://computationalsciences.org/publications/huang-2019-ferrofluids.html ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #Ferrofluids

DeepMind Made a Math Test For Neural Networks

f9z1I_81_Q4 | 04 Jun 2019

DeepMind Made a Math Test For Neural Networks

📝 The paper "Analysing Mathematical Reasoning Abilities of Neural Models" is available here: https://arxiv.org/abs/1904.01557 ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA’s AI Transformed My Chihuahua Into a Lion

SfvRhqsmU4o | 01 Jun 2019

NVIDIA’s AI Transformed My Chihuahua Into a Lion

Check out Lambda Labs here: https://lambdalabs.com/papers 📝 The paper "Few-Shot Unsupervised Image-to-Image Translation" and its demo is available here: https://nvlabs.github.io/FUNIT/ https://nvlabs.github.io/FUNIT/petswap.html 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Daniel Hasegan, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #NVIDIA #Funit

Should AI Research Try to Model the Human Brain?

QPwhEnAILa0 | 29 May 2019

Should AI Research Try to Model the Human Brain?

❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers ₿ Crypto and PayPal links are available below. Thank you very much for your generous support! › PayPal: https://www.paypal.me/TwoMinutePapers › Bitcoin: 1a5ttKiVQiDcr9j8JT2DoHGzLG7XTJccX › Bitcoin Cash: qzy42yt06xqr5f83khnhcxm2mf53cllvtytyp6ndw5 › Ethereum: 0xbBD767C0e14be1886c6610bf3F592A91D866d380 › LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg 📝 The paper "Reinforcement Learning, Fast and Slow" is available here: https://www.cell.com/trends/cognitive-sciences/fulltext/S1364-6613(19)30061-0 The Bitter Lesson: https://www.youtube.com/watch?v=wEgq6sT1uq8 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This is How Google’s Phone Enhances Your Photos

C6nonNRoF7g | 25 May 2019

This is How Google’s Phone Enhances Your Photos

📝 The paper "Handheld Multi-frame Super-resolution" is available here: https://sites.google.com/view/handheld-super-res/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Ivelin Ivanov, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #NightSight #GooglePixel

This Robot Throws Objects with Amazing Precision

JJlSgm9OByM | 21 May 2019

This Robot Throws Objects with Amazing Precision

📝 The paper "TossingBot: Learning to Throw Arbitrary Objects with Residual Physics" is available here: https://tossingbot.cs.princeton.edu/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Taras Bobrovytsky, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #TossingBot

OpenAI Five Beats World Champion DOTA2 Team 2-0

tfb6aEUMC04 | 18 May 2019

OpenAI Five Beats World Champion DOTA2 Team 2-0

Check out Lambda Labs here: https://lambdalabs.com/papers OpenAI's blog post: https://openai.com/blog/openai-five-finals/ Reddit AMA: https://old.reddit.com/r/DotA2/comments/bf49yk/hello_were_the_dev_team_behind_openai_five_we/ Reddit discussion on buybacks: https://old.reddit.com/r/DotA2/comments/bcx8cf/i_think_the_openai_games_revealed_an_invisible/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #OpenAIFive, #DOTA2

Simulating Grains of Sand, Now 6 Times Faster

e_9f5Z0sMYE | 14 May 2019

Simulating Grains of Sand, Now 6 Times Faster

📝 The paper "Hybrid Grains: Adaptive Coupling of Discrete and Continuum Simulations of Granular Media" is available here: http://www.cs.columbia.edu/~smith/hybrid_grains/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Learns Tracking People In Videos

dd1kN_myNDs | 11 May 2019

AI Learns Tracking People In Videos

📝 The paper "Learning Correspondence from the Cycle-Consistency of Time" is available here: https://arxiv.org/abs/1903.07593 ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind's AI Learned a Better Understanding of 3D Scenes

mGHKFMXdjKU | 07 May 2019

DeepMind's AI Learned a Better Understanding of 3D Scenes

Backblaze: https://www.backblaze.com/cloud-backup.html#af9tk4 📝 The paper "MONet: Unsupervised Scene Decomposition and Representation" is available here: https://arxiv.org/abs/1901.11390 ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Background image credit: https://pixabay.com/hu/photos/világ%C3%ADtótorony-magyarország-2542726/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

How To Train Your Virtual Dragon

Wxb0jN0X7cs | 04 May 2019

How To Train Your Virtual Dragon

Patreon: https://www.patreon.com/TwoMinutePapers ₿ Crypto and PayPal links are available below. Thank you very much for your generous support! › PayPal: https://www.paypal.me/TwoMinutePapers › Bitcoin: 1a5ttKiVQiDcr9j8JT2DoHGzLG7XTJccX › Ethereum: 0xbBD767C0e14be1886c6610bf3F592A91D866d380 › LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg 📝 The paper "Aerobatics Control of Flying Creatures via Self-Regulated Learning" is available here: http://mrl.snu.ac.kr/research/ProjectAerobatics/Aerobatics.htm 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Exploring And Attacking Neural Networks With Activation Atlases

XSWqLb0VyzM | 30 Apr 2019

Exploring And Attacking Neural Networks With Activation Atlases

📝 The paper "Exploring Neural Networks with Activation Atlases" is available here: https://distill.pub/2019/activation-atlas/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA's AI Creates Beautiful Images From Your Sketches

hW1_Sidq3m8 | 23 Apr 2019

NVIDIA's AI Creates Beautiful Images From Your Sketches

If you feel like it, buy anything through this Amazon link - you don't lose anything and we get a small kickback. US: https://amzn.to/2FQHPcs EU: https://amzn.to/2UnB2yF 📝 The paper "Semantic Image Synthesis with Spatially-Adaptive Normalization" and its source code is available here: https://nvlabs.github.io/SPADE/ https://github.com/NVlabs/SPADE ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

How Do Neural Networks Memorize Text?

iKrrKyeSRew | 20 Apr 2019

How Do Neural Networks Memorize Text?

📝 The paper "Visualizing memorization in RNNs" is available here: https://distill.pub/2019/memorization-in-rnns/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, James Watt, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI GPT-2: An Almost Too Good Text Generator

8ypnLjwpzK8 | 16 Apr 2019

OpenAI GPT-2: An Almost Too Good Text Generator

❤️ Support the show and pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 📝 The paper "Better Language Models and Their Implications" is available here: https://openai.com/blog/better-language-models/ GPT-2 Reddit bot: https://old.reddit.com/r/MachineLearning/comments/b3zlha/p_openais_gpt2based_reddit_bot_is_live/ Criticism: https://medium.com/@lowe.ryan.t/openais-gpt-2-the-model-the-hype-and-the-controversy-1109f4bfd5e8?sk=bc319cebc22fe0459574544828c84c6d The Bitter Lesson video: https://www.youtube.com/watch?v=wEgq6sT1uq8 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #OpenAI #GPT

Why Are Cloth Simulations So Hard?

UoKXJzTYDpw | 12 Apr 2019

Why Are Cloth Simulations So Hard?

📝 The paper "I-Cloth: Incremental Collision Handling for GPU-Based Interactive Cloth Simulation" is available here: https://min-tang.github.io/home/ICloth/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

The Bitter Lesson - Compute Reigns Supreme

wEgq6sT1uq8 | 07 Apr 2019

The Bitter Lesson - Compute Reigns Supreme

📝 The article "The Bitter Lesson" is available here: http://www.incompleteideas.net/IncIdeas/BitterLesson.html Nice twitter thread on this video: https://twitter.com/karoly_zsolnai/status/1114867598724931585 ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Bryan Learn, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Image sources: https://en.wikipedia.org/wiki/Ciphertext https://en.wikibooks.org/wiki/Foundations_of_Computer_Science/Encryption https://en.wikipedia.org/wiki/Letter_frequency https://commons.wikimedia.org/wiki/File:A-pigpen-message.svg Thumbnail background image credit: https://pixabay.com/images/id-1587673/ Video background: https://pixabay.com/hu/photos/olaszorsz%C3%A1g-hegyek-braies-t%C3%B3-t%C3%B3-1587287/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Beautiful Gooey Simulations, Now 10 Times Faster

-jL2o_15s1E | 02 Apr 2019

Beautiful Gooey Simulations, Now 10 Times Faster

❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 📝 The paper "GPU Optimization of Material Point Methods" is available here: http://www.cemyuksel.com/research/papers/gpu_mpm.pdf 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

NeuroSAT: An AI That Learned Solving Logic Problems

luwP75lPExo | 30 Mar 2019

NeuroSAT: An AI That Learned Solving Logic Problems

❤️ This video has been kindly supported by my friends at Arm Research. Check them out here! - http://bit.ly/2TqOWAu 📝 The paper "Learning a SAT Solver from Single-Bit Supervision" is available here: https://arxiv.org/abs/1802.03685 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Bruno Brito, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Image an article sources: SAT: https://www.geeksforgeeks.org/2-satisfiability-2-sat-problem/ - Source: GeeksforGeeks NP-Completeness: https://en.wikipedia.org/wiki/List_of_NP-complete_problems Neural network image source: https://en.wikipedia.org/wiki/File:Neural_network_example.svg Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Learned to “Photoshop” Human Faces

dvzlvHNxdfI | 27 Mar 2019

This AI Learned to “Photoshop” Human Faces

❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 📝 The paper "SC-FEGAN: Face Editing Generative Adversarial Network with User's Sketch and Color" is available here: https://arxiv.org/abs/1902.06838 https://github.com/JoYoungjoo/SC-FEGAN 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers humbnail background image credit: https://pixabay.com/images/id-3404534/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Google’s PlaNet AI Learns Planning from Pixels

C7Dmu0GtrSw | 23 Mar 2019

Google’s PlaNet AI Learns Planning from Pixels

Errata: https://twitter.com/arjunbazinga/status/1114497224174497793 📝 The paper "Learning Latent Dynamics for Planning from Pixels" and its source code is available here: https://planetrl.github.io/ https://arxiv.org/abs/1811.04551 https://github.com/google-research/planet ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #Google #PlaNet #PlaNetAI

DeepMind: The Hanabi Card Game Is the Next Frontier for AI Research

cD-eXjf854Q | 19 Mar 2019

DeepMind: The Hanabi Card Game Is the Next Frontier for AI Research

📝 The paper "The Hanabi Challenge: A New Frontier for AI Research" and a blog post is available here: https://arxiv.org/abs/1902.00506 http://www.marcgbellemare.info/blog/a-cooperative-benchmark-announcing-the-hanabi-learning-environment/ ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-591631/ The Hanabi card game images are owned by the published and one image by Drentsoft Media - https://www.youtube.com/watch?v=Ofzg71qHh8k Poker image: https://commons.wikimedia.org/wiki/File:Two_poker_cards_and_poker_chips_20170611.jpg Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #DeepMind #Hanabi #AI

Liquid Splash Modeling With Neural Networks

OV0ivJB2lyI | 17 Mar 2019

Liquid Splash Modeling With Neural Networks

❤️ This video has been kindly supported by my friends at Arm Research. Check them out here! - http://bit.ly/2TqOWAu 📝 The paper "Liquid Splash Modeling with Neural Networks" is available here: https://ge.in.tum.de/publications/2018-mlflip-um/ The Arm word and logo are trademarks of Arm Limited (or its subsidiaries) in the US and/or elsewhere. All rights reserved. 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-2300713/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

GANPaint: An Extraordinary Image Editor AI

iM4PPGDQry0 | 12 Mar 2019

GANPaint: An Extraordinary Image Editor AI

📝 The paper " GAN Dissection: Visualizing and Understanding Generative Adversarial Networks " and its web demo is available here: https://gandissect.csail.mit.edu http://gandissect.res.ibm.com/ganpaint.html ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Levente Szabo, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #GANPaint

This Experiment Questions Some Recent AI Results

QpptSohzuDo | 09 Mar 2019

This Experiment Questions Some Recent AI Results

Audible - get Nick Bostrom's "Superintelligence" for free: US: https://amzn.to/2RXr32F EU: https://amzn.to/2SqauwI 📝 The paper "Approximating CNNs with Bag-of-local-Features models works surprisingly well on ImageNet " is available here: https://openreview.net/pdf?id=SkfMWhAqYQ https://openreview.net/forum?id=SkfMWhAqYQ Bag of words image sources: https://people.csail.mit.edu/torralba/shortCourseRLOC/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-3081803/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Do Neural Networks Need To Think Like Humans?

YFL-MI5xzgg | 05 Mar 2019

Do Neural Networks Need To Think Like Humans?

❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 📝 The paper "ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness " is available here: https://openreview.net/forum?id=Bygh9j09KX https://blog.usejournal.com/why-deep-learning-works-differently-than-we-thought-ec28823bdbc https://github.com/rgeirhos/texture-vs-shape Neural network visualization footage source: https://www.youtube.com/watch?v=1zvohULpe_0 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Google AI's Take on How To Fix Peer Review

pv8Sl2rWyCQ | 02 Mar 2019

Google AI's Take on How To Fix Peer Review

📝 The paper "Avoiding a Tragedy of the Commons in the Peer Review Process" is available here: https://arxiv.org/abs/1901.06246 The NeurIPS experiment: http://blog.mrtz.org/2014/12/15/the-nips-experiment.html Fluid video source: https://www.youtube.com/watch?v=MCHw6fUyLMY ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/images/id-3653385/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AlphaZero: DeepMind’s AI Works Smarter, not Harder

1gWpFuQlBsg | 27 Feb 2019

AlphaZero: DeepMind’s AI Works Smarter, not Harder

Errata: regarding the comment on the rules - the AI has no built-in domain knowledge but the basic rules of the game. 📝 The paper "AlphaZero: Shedding new light on the grand games of chess, shogi and Go" is available here: https://deepmind.com/blog/alphazero-shedding-new-light-grand-games-chess-shogi-and-go/ Kasparov’s editorial: http://science.sciencemag.org/content/362/6419/1087 ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Jason Rollins, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #DeepMind #AlphaZero

AI-Based 3D Pose Estimation: Almost Real Time!

F84jaIR5Uxc | 23 Feb 2019

AI-Based 3D Pose Estimation: Almost Real Time!

📝 The paper "3D Human Pose Machines with Self-supervised Learning" and its source code is available here: https://arxiv.org/abs/1901.03798 http://www.sysu-hcp.net/3d_pose_ssl/ https://github.com/chanyn/3Dpose_ssl.git ❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Claudio Fernandes, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Jason Rollins, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Learned Image Decolorization..and More

lws-2u3LbYg | 20 Feb 2019

This AI Learned Image Decolorization..and More

❤️ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers 📝 The paper "Deep Feature Consistent Deep Image Transformations: Downscaling, Decolorization and HDR Tone Mapping" is available here: https://arxiv.org/abs/1707.09482 https://houxianxu.github.io/assets/project/dfc-dit 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Jason Rollins, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-583092/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu 👨‍💻 Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Extracting Rotations The Right Way

OwRuzn3RAhA | 16 Feb 2019

Extracting Rotations The Right Way

The paper "A Robust Method to Extract the Rotational Part of Deformations" is available here: http://matthias-mueller-fischer.ch/publications/stablePolarDecomp.pdf Our work with Activision-Blizzard is available here: › Project page: https://users.cg.tuwien.ac.at/zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/ › Video: https://www.youtube.com/watch?v=72_iAlYwl0c Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Jason Rollins, Javier Bustamante, John De Witt, Kaiesh Vohra, Kasia Hayden, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI - Learning Dexterous In-Hand Manipulation

6fo5NhnyR8I | 12 Feb 2019

OpenAI - Learning Dexterous In-Hand Manipulation

Check out "Superintelligence: Paths, Dangers, Strategies" on Audible: US: https://amzn.to/2RXr32F EU: https://amzn.to/2SqauwI The paper "Learning Dexterous In-Hand Manipulation" is available here: https://blog.openai.com/learning-dexterity/ https://arxiv.org/abs/1808.00177 Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Jason Rollins, Javier Bustamante, John De Witt, Kaiesh Vohra, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind’s AlphaStar Beats Humans 10-0 (or 1)

DMXvkbAtHNY | 06 Feb 2019

DeepMind’s AlphaStar Beats Humans 10-0 (or 1)

DeepMind's #AlphaStar blog post: https://deepmind.com/blog/alphastar-mastering-real-time-strategy-game-starcraft-ii/ Full event: https://www.youtube.com/watch?v=cUTMhmVh1qs Highlights: https://www.youtube.com/watch?v=6EQAsrfUIyo Agent visualization: https://www.youtube.com/watch?v=HcZ48JDamyk #DeepMind's Reddit AMA: https://old.reddit.com/r/MachineLearning/comments/ajgzoc/we_are_oriol_vinyals_and_david_silver_from/ APM comments within the AMA: https://old.reddit.com/r/MachineLearning/comments/ajgzoc/we_are_oriol_vinyals_and_david_silver_from/eexs0pd/ Mana’s personal experience: https://www.youtube.com/watch?v=zgIFoepzhIo Artosis’s analysis: https://www.youtube.com/watch?v=_YWmU-E2WFc Brownbear’s analysis: https://www.youtube.com/watch?v=sxQ-VRq3y9E WinterStarcraft’s analysis: https://www.youtube.com/watch?v=H3MCb4W7-kM Watch these videos in early access: › https://www.patreon.com/TwoMinutePapers Errara: - The in-game has been fixed to run in real time. We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Jason Rollins, Javier Bustamante, John De Witt, Kaiesh Vohra, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Learns Real-Time Defocus Effects in VR

Do_00r8NGMY | 30 Jan 2019

AI Learns Real-Time Defocus Effects in VR

The paper "DeepFocus: Learned Image Synthesis for Computational Displays" and its source code is available here: https://research.fb.com/publications/deepfocus-siggraph-asia-2018/ https://www.oculus.com/blog/introducing-deepfocus-the-ai-rendering-system-powering-half-dome/ https://github.com/facebookresearch/DeepFocus Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Jason Rollins, Javier Bustamante, John De Witt, Kaiesh Vohra, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

None of These Faces Are Real

-cOYwZ2XcAc | 27 Jan 2019

None of These Faces Are Real

The paper "A Style-Based Generator Architecture for Generative Adversarial Networks", i.e., #StyleGAN and its video available here: https://arxiv.org/abs/1812.04948 https://www.youtube.com/watch?v=kSLJriaOumA Our material synthesis paper is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Jason Rollins, Javier Bustamante, John De Witt, Kaiesh Vohra, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #NVIDIA

What Makes a Good Image Generator AI?

1ct_P3IZow0 | 23 Jan 2019

What Makes a Good Image Generator AI?

Three paper recommendations this time: - Inception score - "Improved Techniques for Training GANs" - https://arxiv.org/abs/1606.03498 - "Progressive Growing of GANs for Improved Quality" - https://arxiv.org/abs/1710.10196 - Inception score criticism - "A Note on the Inception Score" - https://arxiv.org/abs/1801.01973 Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Jason Rollins, Javier Bustamante, John De Witt, Kaiesh Vohra, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-3840163/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Produces Binaural (2.5D) Audio

t_7qpPOmsME | 19 Jan 2019

This AI Produces Binaural (2.5D) Audio

The paper "2.5D Visual Sound" is available here: https://arxiv.org/abs/1812.04204 Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Jason Rollins, Javier Bustamante, John De Witt, Kaiesh Vohra, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

6 Life Lessons I Learned From AI Research

KhP7lTLTipc | 15 Jan 2019

6 Life Lessons I Learned From AI Research

Tensorflow experiment link: https://www.reddit.com/r/MachineLearning/comments/4eila2/tensorflow_playground/d20noqu/ Karpathy’s classifier neural network: https://cs.stanford.edu/people/karpathy/convnetjs/demo/cifar10.html Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Jason Rollins, Javier Bustamante, John De Witt, Kaiesh Vohra, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Campbell-Moore, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-1807526/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Random walk image source: https://en.wikipedia.org/wiki/Random_walk Tensorflow experiment link: https://www.reddit.com/r/MachineLearning/comments/4eila2/tensorflow_playground/d20noqu/ Karpathy’s classifier neural network: https://cs.stanford.edu/people/karpathy/convnetjs/demo/cifar10.html Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Learns From Humans…and Exceeds Them

T8YOzqy7t5Y | 10 Jan 2019

This AI Learns From Humans…and Exceeds Them

The paper "Reward learning from human preferences and demonstrations in Atari" is available here: https://arxiv.org/abs/1811.06521 Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! › PayPal: https://www.paypal.me/TwoMinutePapers › Bitcoin: 1a5ttKiVQiDcr9j8JT2DoHGzLG7XTJccX › Ethereum: 0xbBD767C0e14be1886c6610bf3F592A91D866d380 › LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Jason Rollins, Javier Bustamante, John De Witt, Kaiesh Vohra, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-3846345/ + https://upload.wikimedia.org/wikipedia/en/7/70/HERO_A800_ingame.png Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind’s Take on How To Create a Benign AI

pc_k-sgUYmY | 02 Jan 2019

DeepMind’s Take on How To Create a Benign AI

The paper "Scalable agent alignment via reward modeling: a research direction" is available here: 1. https://arxiv.org/abs/1811.07871 2. https://medium.com/@deepmindsafetyresearch/scalable-agent-alignment-via-reward-modeling-bf4ab06dfd84 Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Jason Rollins, Javier Bustamante, John De Witt, Kaiesh Vohra, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Richard Reis, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! › PayPal: https://www.paypal.me/TwoMinutePapers › Bitcoin: 1a5ttKiVQiDcr9j8JT2DoHGzLG7XTJccX › Ethereum: 0xbBD767C0e14be1886c6610bf3F592A91D866d380 › LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-3706562/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Learning Morphology and Movement...at the Same Time!

q22XWPM0Egc | 21 Dec 2018

AI Learning Morphology and Movement...at the Same Time!

The paper "Reinforcement Learning for Improving Agent Design" is available here: https://designrl.github.io/ https://arxiv.org/abs/1810.03779 Our job posting for a PostDoc: https://www.cg.tuwien.ac.at/jobs/3dspatialization/ Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-1130497/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

BigGANs: AI-Based High-Fidelity Image Synthesis

ZKQp28OqwNQ | 15 Dec 2018

BigGANs: AI-Based High-Fidelity Image Synthesis

This episode was supported by insilico.com. "Anything outside life extension is a complete waste of time". See their papers: - Papers: https://www.ncbi.nlm.nih.gov/pubmed/?term=Zhavoronkov%2Ba - Website: http://insilico.com/ The paper "Large Scale GAN Training for High Fidelity Natural Image Synthesis" is available here: - Paper: https://arxiv.org/abs/1809.11096 - Try it here: https://colab.research.google.com/github/tensorflow/hub/blob/master/examples/colab/biggan_generation_with_tf_hub.ipynb We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-494706/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Can an AI Learn To Draw a Caricature?

V6G717ewUuw | 11 Dec 2018

Can an AI Learn To Draw a Caricature?

Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers The paper "CariGANs: Unpaired Photo-to-Caricature Translation" is available here: https://cari-gan.github.io/ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Alex Haro, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-1162213/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Learns Human Movement From Videos

AGm3hF_BlYM | 06 Dec 2018

This AI Learns Human Movement From Videos

The paper "Towards Learning a Realistic Rendering of Human Behavior" is available here: https://compvis.github.io/hbugen2018/ Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga, Zach Doty. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-1972569/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Building a Curious AI With Random Network Distillation

CIDRdLOWrXQ | 02 Dec 2018

Building a Curious AI With Random Network Distillation

This episode was supported by insilico.com. "Anything outside life extension is a complete waste of time". See their papers: - Papers: https://www.ncbi.nlm.nih.gov/pubmed/?term=Zhavoronkov%2Ba - Website: http://insilico.com/ The paper "Exploration by Random Network Distillation" is available here: Blog post: https://blog.openai.com/reinforcement-learning-with-prediction-based-rewards/ Paper: https://arxiv.org/abs/1810.12894 Code: https://github.com/openai/random-network-distillation We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, Javier Bustamante, John De Witt, Kaiesh Vohra, Kjartan Olason, Lorin Atzberger, Marcin Dukaczewski, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://www.youtube.com/watch?v=4DdoZsOb53s Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Learns Acrobatics by Watching YouTube

ozUzomVQsWc | 22 Nov 2018

This AI Learns Acrobatics by Watching YouTube

This episode was supported by insilico.com. "Anything outside life extension is a complete waste of time". See their papers: - Papers: https://www.ncbi.nlm.nih.gov/pubmed/?term=Zhavoronkov%2Ba - Website: http://insilico.com/ The paper "SFV: Reinforcement Learning of Physical Skills from Videos" is available here: 1. https://xbpeng.github.io/projects/SFV/index.html 2. https://bair.berkeley.edu/blog/2018/10/09/sfv/ Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, John De Witt, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Curious AI Beats Many Games...and Gets Addicted to the TV

fzuYEStsQxc | 17 Nov 2018

This Curious AI Beats Many Games...and Gets Addicted to the TV

Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! › PayPal: https://www.paypal.me/TwoMinutePapers › Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh › Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A › LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg The paper "Large-Scale Study of Curiosity-Driven Learning" is available here: Paper - https://pathak22.github.io/large-scale-curiosity/ Blog post - https://blog.openai.com/reinforcement-learning-with-prediction-based-rewards/ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, John De Witt, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-3774381/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Learned To Isolate Speech Signals

zL6ltnSKf9k | 12 Nov 2018

This AI Learned To Isolate Speech Signals

The paper "Looking to Listen at the Cocktail Party: A Speaker-Independent Audio-Visual Model for Speech Separation " is available here: https://looking-to-listen.github.io/ Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, John De Witt, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! › PayPal: https://www.paypal.me/TwoMinutePapers › Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh › Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A › LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-3565815/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Shows Us the Sound of Pixels

o-LU_Dja6Ks | 08 Nov 2018

This AI Shows Us the Sound of Pixels

The paper "The Sound of Pixels" is available here: http://sound-of-pixels.csail.mit.edu/ Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, John De Witt, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-1606337/ YouTube video credits: Old Wine - https://www.youtube.com/watch?v=bLjS6E6c0IA Fabian Rivero - https://www.youtube.com/watch?v=-HLTNgdajqw Michael Mikulka - https://www.youtube.com/watch?v=n8-2q4dheyU Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Crypto and PayPal links are available below. Thank you very much for your generous support! › PayPal: https://www.paypal.me/TwoMinutePapers › Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh › Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A › LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Full-Time Papers, Maybe Someday?

X1cPSvPagNI | 04 Nov 2018

Full-Time Papers, Maybe Someday?

Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! › PayPal: https://www.paypal.me/TwoMinutePapers › Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh › Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A › LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, John De Witt, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Maurits van Mastrigt, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-1149962/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Real-Time Holography Simulation!

duCQUu8EQVA | 31 Oct 2018

Real-Time Holography Simulation!

The paper "Acquiring Spatially Varying Appearance of Printed Holographic Surfaces" is available here: https://wp.doc.ic.ac.uk/rgi/project/acquiring-spatially-varying-appearance-of-printed-holographic-surfaces/ Material learning and synthesis algorithm: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ Neural Material Synthesis: https://www.youtube.com/watch?v=XpwW3glj2T8 Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, John De Witt, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Milan Lajtoš, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: https://www.amazon.com/dp/B06ZZ23V2L EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Thumbnail background image credit: https://pixabay.com/photo-1357029/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Learned How To Generate Human Appearance

F-00NhYUnH4 | 27 Oct 2018

This AI Learned How To Generate Human Appearance

Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers The paper "A Variational U-Net for Conditional Appearance and Shape Generation" is available here: https://compvis.github.io/vunet/ Crypto and PayPal links are available below. Thank you very much for your generous support! › PayPal: https://www.paypal.me/TwoMinutePapers › Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh › Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A › LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Earlier NVIDIA episode: https://www.youtube.com/watch?v=VrgYtFhVGmg We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, John De Witt, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Milan Lajtoš, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/en/boy-ski-skiing-cold-goggles-kid-1835416/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Multilayer Light Simulations: More Beautiful Images, Faster

Bv3yat484aQ | 20 Oct 2018

Multilayer Light Simulations: More Beautiful Images, Faster

The paper "Position-Free Monte Carlo Simulation for Arbitrary Layered BSDFs" is available here: https://shuangz.com/projects/layered-sa18/ My Rendering course at the TU Wien: https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi More about the talk: › Conference - https://ec.europa.eu/epsc/events/election-interference-digital-age-building-resilience-cyber-enabled-threats_en › My think piece - https://medium.com/election-interference-in-the-digital-age Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, John De Witt, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Milan Lajtoš, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! › PayPal: https://www.paypal.me/TwoMinutePapers › Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh › Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A › LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Brain-to-Brain Communication is Coming!

6IsIGp1IezE | 17 Oct 2018

Brain-to-Brain Communication is Coming!

The paper "BrainNet: A Multi-Person Brain-to-Brain Interface for Direct Collaboration Between Brains" is available here: https://arxiv.org/abs/1809.08632 Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, John De Witt, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Milan Lajtoš, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: https://www.amazon.com/dp/B06ZZ23V2L EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Thumbnail background image credit: https://pixabay.com/photo-2213009/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #brainnet #neuralink

This AI Senses Humans Through Walls 👀

kBFMsY5ZP0o | 12 Oct 2018

This AI Senses Humans Through Walls 👀

Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! › PayPal: https://www.paypal.me/TwoMinutePapers › Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh › Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A › LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg The paper "Through-Wall Human Pose Estimation Using Radio Signals " is available here: http://rfpose.csail.mit.edu/ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, John De Witt, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Milan Lajtoš, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/en/texture-wall-gray-wall-texture-1033755/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Robot Learned To Clean Up Clutter

txHQoYKaSUk | 07 Oct 2018

This Robot Learned To Clean Up Clutter

The paper "Learning Synergies between Pushing and Grasping with Self-supervised Deep Reinforcement Learning" is available here: http://vpg.cs.princeton.edu/ Pick up cool perks on our Patreon page: › https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, John De Witt, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Milan Lajtoš, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! › PayPal: https://www.paypal.me/TwoMinutePapers › Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh › Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A › LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-3198094/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Neural Material Synthesis, This Time On Steroids

UkWnExEFADI | 03 Oct 2018

Neural Material Synthesis, This Time On Steroids

The paper "Single-Image SVBRDF Capture with a Rendering-Aware Deep Network" is available here: https://team.inria.fr/graphdeco/fr/projects/deep-materials/ Recommended for you - Neural Material Synthesis: https://www.youtube.com/watch?v=XpwW3glj2T8 Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Evan Breznyik, Geronimo Moralez, John De Witt, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Milan Lajtoš, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! › PayPal: https://www.paypal.me/TwoMinutePapers › Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh › Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A › LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

These Neural Networks Empower Digital Artists

DuMmcVOsNcs | 29 Sep 2018

These Neural Networks Empower Digital Artists

The paper "Differentiable Image Parameterizations" is available here: https://distill.pub/2018/differentiable-parameterizations/ Distill editorial article - see how you can contribute here: https://distill.pub/2018/editorial-update/ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Esa Turkulainen, Evan Breznyik, Geronimo Moralez, John De Witt, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Milan Lajtoš, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Painter AI Fools Art Historians 39% of the Time

dyzn3Fmtw-E | 26 Sep 2018

This Painter AI Fools Art Historians 39% of the Time

Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh PayPal: https://www.paypal.me/TwoMinutePapers Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg The paper "A Style-Aware Content Loss for Real-time HD Style Transfer" is available here: https://compvis.github.io/adaptive-style-transfer/ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Esa Turkulainen, Evan Breznyik, Geronimo Moralez, John De Witt, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Milan Lajtoš, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-1478831/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Should an AI Learn Like Humans?

0xlbzCXJpLM | 22 Sep 2018

Should an AI Learn Like Humans?

The paper "Investigating Human Priors for Playing Video Games" is available here: https://rach0012.github.io/humanRL_website/ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Esa Turkulainen, Evan Breznyik, Geronimo Moralez, John De Witt, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Milan Lajtoš, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh PayPal: https://www.paypal.me/TwoMinutePapers Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-1428428/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind's New AI Diagnoses Eye Conditions

wR2OlsF1CEY | 13 Sep 2018

DeepMind's New AI Diagnoses Eye Conditions

The paper "Clinically applicable deep learning for diagnosis and referral in retinal disease" is available here: https://deepmind.com/blog/moorfields-major-milestone/ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Anthony Vdovitchenko, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Esa Turkulainen, Evan Breznyik, Geronimo Moralez, John De Witt, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Milan Lajtoš, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Thumbnail background image credit: https://pixabay.com/photo-691269/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI-Based Video-to-Video Synthesis

GRQuRcpf5Gc | 09 Sep 2018

AI-Based Video-to-Video Synthesis

The paper "Video-to-Video Synthesis" and its source code is available here: https://tcwang0509.github.io/vid2vid/ https://github.com/NVIDIA/vid2vid Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Esa Turkulainen, Evan Breznyik, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Milan Lajtoš, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh PayPal: https://www.paypal.me/TwoMinutePapers Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Performs Super Resolution in Less Than a Second

HvH0b9K_Iro | 06 Sep 2018

This AI Performs Super Resolution in Less Than a Second

The paper "A Fully Progressive Approach to Single-Image Super-Resolution" is available here: http://igl.ethz.ch/projects/prosr/ A-Man's Caustic scene: http://www.luxrender.net/forum/gallery2.php?g2_itemId=27260 Corresponding paper with Vlad Miller's spheres scene: https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Esa Turkulainen, Evan Breznyik, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Milan Lajtoš, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Thumbnail background image credit: https://pixabay.com/photo-1822544/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Everybody Dance Now! - AI-Based Motion Transfer

cEBgi6QYDhQ | 02 Sep 2018

Everybody Dance Now! - AI-Based Motion Transfer

Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers The paper "Everybody Dance Now" is available here: https://arxiv.org/abs/1808.07371 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Eric Martel, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Milan Lajtoš, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh PayPal: https://www.paypal.me/TwoMinutePapers Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-2122473/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Neural Network Animates Quadrupeds

Mnu1DzFzRWs | 30 Aug 2018

This Neural Network Animates Quadrupeds

The paper "Mode-Adaptive Neural Networks for Quadruped Motion Control" is available here: http://homepages.inf.ed.ac.uk/tkomura/dog.pdf Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Milan Lajtoš, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh PayPal: https://www.paypal.me/TwoMinutePapers Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Thumbnail background image credit: https://pixabay.com/photo-142173/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA's Image Restoration AI: Almost Perfect

P0fMwA3X5KI | 22 Aug 2018

NVIDIA's Image Restoration AI: Almost Perfect

The paper "Noise2Noise: Learning Image Restoration without Clean Data" and its source code are available here: 1. https://arxiv.org/abs/1803.04189 2. https://github.com/NVlabs/noise2noise 3. https://news.developer.nvidia.com/ai-can-now-fix-your-grainy-photos-by-only-looking-at-grainy-photos/ Have a look at this too, some materials are now available for download! - https://developer.nvidia.com/rtx/ngx Unofficial implementation: https://github.com/yu4u/noise2noise Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Milan Lajtoš, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Thumbnail background image credit: https://pixabay.com/photo-226279/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA's AI Makes Amazing Slow-Mo Videos

LBezOcnNJ68 | 14 Aug 2018

NVIDIA's AI Makes Amazing Slow-Mo Videos

The paper "Super SloMo: High Quality Estimation of Multiple Intermediate Frames for Video Interpolation" is available here: https://people.cs.umass.edu/~hzjiang//projects/superslomo/ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers Have a look at this too, some materials are now available for download! - https://developer.nvidia.com/rtx/ngx We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh PayPal: https://www.paypal.me/TwoMinutePapers Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-848903/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind's AI Takes An IQ Test

eSaShQbUJTQ | 10 Aug 2018

DeepMind's AI Takes An IQ Test

The paper "Measuring abstract reasoning in neural networks" is available here: http://proceedings.mlr.press/v80/santoro18a/santoro18a.pdf Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh PayPal: https://www.paypal.me/TwoMinutePapers Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-1867751/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind Has A Superhuman Level Quake 3 AI Team

MvFABFWPBrw | 05 Aug 2018

DeepMind Has A Superhuman Level Quake 3 AI Team

Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers The paper "Human-level performance in first-person multiplayer games with population-based deep reinforcement learning" and its corresponding blog post are available here: 1. https://arxiv.org/abs/1807.01281 2. https://deepmind.com/blog/capture-the-flag/ Crypto and PayPal links are available below. Thank you very much for your generous support! Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh PayPal: https://www.paypal.me/TwoMinutePapers Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh PayPal: https://www.paypal.me/TwoMinutePapers Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #DeepMind #Quake #Quake3

This is How You Hack A Neural Network

xHpwLiTieu4 | 01 Aug 2018

This is How You Hack A Neural Network

The paper "Adversarial Reprogramming of Neural Networks" is available here: https://arxiv.org/abs/1806.11146 Andrej Karpathy's image classifier: https://cs.stanford.edu/people/karpathy/convnetjs/demo/cifar10.html Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Thumbnail background image credit: https://pixabay.com/photo-1839406/ Captcha image source: https://en.wikipedia.org/wiki/CAPTCHA#/media/File:Captchacat.png Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind's AI Learns The Piano From The Masters of The Past

8GUYAVXmhsI | 29 Jul 2018

DeepMind's AI Learns The Piano From The Masters of The Past

The paper "The challenge of realistic music generation: modelling raw audio at scale" is available here: https://arxiv.org/abs/1806.10474 https://drive.google.com/drive/folders/1fvS-DU8AcK078-5k6WGudiBn0XSeE0_D Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Owen Skarpness, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Thumbnail background image credit: https://pixabay.com/photo-1839406/ Score image credit: https://pixabay.com/en/piano-music-score-music-sheet-1655558/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI + DOTA2: 180 Years of Learning Per Day

yEOEqaEgu94 | 25 Jul 2018

OpenAI + DOTA2: 180 Years of Learning Per Day

The blog post on OpenAI Five is available here: 1. https://blog.openai.com/openai-five/ 2. https://blog.openai.com/openai-five-benchmark/ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh PayPal: https://www.paypal.me/TwoMinutePapers Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Day9's Learning DOTA2 series. Note - sometimes explicit: https://www.youtube.com/watch?v=8AyrC5Ki31c&list=PLgmCLtUkEutILNA9EM0BON6ShoQGZhd3P I also recommend GameLeap's channel: https://www.youtube.com/channel/UCy0-ftAwxMHzZc74OhYT3PA/videos We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: OpenAI Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

OpenAI's Gaming AI Contest: Results | Two Minute Papers #265

2FHHuRTkr_Y | 20 Jul 2018

OpenAI's Gaming AI Contest: Results | Two Minute Papers #265

Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ The blog post "Retro Contest: Results" and the corresponding paper is available here: 1. https://blog.openai.com/first-retro-contest-retrospective/ 2. https://arxiv.org/abs/1804.03720 Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh PayPal: https://www.paypal.me/TwoMinutePapers Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-933427/ Music credit: https://opengameart.org/content/nes-shooter-music-5-tracks-3-jingles Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Style Transfer...For Smoke and Fluids! | Two Minute Papers #264

lCoR-4OlIZI | 16 Jul 2018

Style Transfer...For Smoke and Fluids! | Two Minute Papers #264

The paper "Example-based Turbulence Style Transfer" is available here: http://nishitalab.org/user/syuhei/TurbuStyleTrans/turbu_styletrans.html Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh PayPal: https://www.paypal.me/TwoMinutePapers Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-984175/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind's AI Learns To See | Two Minute Papers #263

gnctSz2ofU4 | 12 Jul 2018

DeepMind's AI Learns To See | Two Minute Papers #263

Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers Crypto and PayPal links are available below. Thank you very much for your generous support! Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh PayPal: https://www.paypal.me/TwoMinutePapers Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg The papers "Neural scene representation and rendering" and "Gaussian Material Synthesis" are available here: 1. https://deepmind.com/documents/211/Neural_Scene_Representation_and_Rendering_preprint.pdf 2. https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil, Zach Boldyga. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-2035427/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Infinite Walking in Virtual Reality | Two Minute Papers #262

KEdrBMZx53w | 08 Jul 2018

Infinite Walking in Virtual Reality | Two Minute Papers #262

The paper "Towards Virtual Reality Infinite Walking: Dynamic Saccadic Redirection " is available here: http://research.nvidia.com/publication/2018-08_Towards-Virtual-Reality Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Angelos Evripiotis, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers PayPal and crypto links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-2561233/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

An AI For Image Manipulation Detection | Two Minute Papers #261

WMr9ljLomUI | 05 Jul 2018

An AI For Image Manipulation Detection | Two Minute Papers #261

Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers PayPal and crypto links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg The paper "Learning Rich Features for Image Manipulation Detection" is available here: https://arxiv.org/abs/1805.04953 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-1440055/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Beautiful Layered Materials, Instantly | Two Minute Papers #260

YTup-cvELK0 | 30 Jun 2018

Beautiful Layered Materials, Instantly | Two Minute Papers #260

The paper "Efficient Rendering of Layered Materials using an Atomic Decomposition with Statistical Operators" is available here: https://belcour.github.io/blog/research/2018/05/05/brdf-realtime-layered.html My course on photorealistic rendering at the Technical University of Vienna: https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Thomas Krcmar, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time and crypto payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Faceforensics: This AI Detects DeepFakes

Te0L5_u_wIg | 26 Jun 2018

Faceforensics: This AI Detects DeepFakes

The paper "FaceForensics: A Large-scale Video Dataset for Forgery Detection in Human Faces " is available here: http://niessnerlab.org/projects/roessler2018faceforensics.html Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time and crypto payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-593358/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #Faceforensics #Deepfake

Better Video Impersonations with AI | Two Minute Papers #258

Nq2xvsVojVo | 23 Jun 2018

Better Video Impersonations with AI | Two Minute Papers #258

The paper "Deep Video Portraits" is available here: http://gvv.mpi-inf.mpg.de/projects/DeepVideoPortraits/ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers One-time and crypto payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Thumbnail background image credit: https://pixabay.com/photo-2119595/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Curiosity-Driven AI: How Effective Is It? | Two Minute Papers #257

9S2g7iixB9c | 19 Jun 2018

Curiosity-Driven AI: How Effective Is It? | Two Minute Papers #257

The paper "Curiosity-driven Exploration by Self-supervised Prediction" and its source code is available here: https://pathak22.github.io/noreward-rl/ Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://flic.kr/p/M843Kp Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Neural Image Stitching And Morphing | Two Minute Papers #256

SWW0nVQNm2w | 12 Jun 2018

Neural Image Stitching And Morphing | Two Minute Papers #256

The paper "Neural Best-Buddies: Sparse Cross-Domain Correspondence" is available here: https://arxiv.org/abs/1805.04140 Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Rafael Harutyuynyan, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Thumbnail background image credit: https://pixabay.com/photo-1580869/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA's AI Removes Objects From Your Photos | Two Minute Papers #255

tU484zM3pDY | 09 Jun 2018

NVIDIA's AI Removes Objects From Your Photos | Two Minute Papers #255

Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg The paper "Image Inpainting for Irregular Holes Using Partial Convolutions" is available here: https://arxiv.org/abs/1804.07723 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Technique Impersonates People | Two Minute Papers #254

EQX1wsL2TSs | 06 Jun 2018

This Technique Impersonates People | Two Minute Papers #254

The paper "HeadOn: Real-time Reenactment of Human Portrait Videos" is available here: http://niessnerlab.org/projects/thies2018headon.html More on Apple's Memoji: https://www.youtube.com/watch?v=CjqERCCD4iM Our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Morten Punnerud Engelstad, Nader Shakerin, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-1867320/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #Deepfake

This AI Learned To See In The Dark

bcZFQ3f26pA | 29 May 2018

This AI Learned To See In The Dark

The paper "Learning to See in the Dark" and its source code is available here: http://cchen156.web.engr.illinois.edu/paper/18CVPR_SID.pdf https://github.com/cchen156/Learning-to-See-in-the-Dark Our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: 313V, Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-2618462/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #NightSight #NightMode

AI-Based Large-Scale Texture Synthesis | Two Minute Papers #252

KL6U6iasUxs | 26 May 2018

AI-Based Large-Scale Texture Synthesis | Two Minute Papers #252

The paper "Non-stationary Texture Synthesis by Adversarial Expansion" and its source code is available here: http://vcc.szu.edu.cn/research/2018/TexSyn https://github.com/jessemelpolio/non-stationary_texture_syn Errata: please note that the image at the start of the video is of a wrong paper. Apologies! Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers One-time payment links and crypto addresses are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-3013486/ Texture tiling image credit: https://commons.wikimedia.org/wiki/File:In-game-view-doom.png Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

We Taught an AI To Synthesize Materials 🔮

cnquEovq1I4 | 23 May 2018

We Taught an AI To Synthesize Materials 🔮

The paper "Gaussian Material Synthesis" and its source code is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ Our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Credits: We would like to thank Robin Marin for the material test scene and Vlad Miller for his help with geometry modeling. Scene and geometry credits: Gold Bars – JohnsonMartin, Christmas Ornaments – oenvoyage, Banana – sgamusse, Bowl – metalix, Grapes – PickleJones, Glass Fruits – BobReed64, Ice cream – b2przemo, Vases – Technausea, Break Time – Jay–Artist, Wrecking Ball – floydkids, Italian Still Life – aXel, Microplanet – marekv, Microplanet vegetation – macio. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #neuralrendering

This Evolving AI Finds Bugs in Games | Two Minute Papers #250

wm8tK91k37U | 19 May 2018

This Evolving AI Finds Bugs in Games | Two Minute Papers #250

Our Patreon page: https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg The paper "Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari" by Patryk Chrabaszcz, Ilya Loshchilov, and Frank Hutter is available here: https://arxiv.org/abs/1802.08842 The bug has been reproduced by a human here: Reproduction: https://www.youtube.com/watch?v=VGyeUuysyqg We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-2619483/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Learns Painterly Harmonization | Two Minute Papers #249

fklY2nH7AJo | 15 May 2018

AI Learns Painterly Harmonization | Two Minute Papers #249

The paper "Deep Painterly Harmonization" and its source code is available here: https://arxiv.org/abs/1804.03189 https://github.com/luanfujun/deep-painterly-harmonization Pick up cool perks on Patreon: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-3129429/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Reproduces Human Perception | Two Minute Papers #248

DglrYx9F3UU | 10 May 2018

This AI Reproduces Human Perception | Two Minute Papers #248

The paper "The Unreasonable Effectiveness of Deep Networks as a Perceptual Metric" is available here: https://richzhang.github.io/PerceptualSimilarity/ Our Patreon page: https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Other papers showcased in the video: Automatic Parameter Control for Metropolis Light Transport - https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ Gaussian Material Synthesis - https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Kjartan Olason, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-1285294/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Learns From Its Dreams | Two Minute Papers #247

gvjCu7zszbQ | 06 May 2018

This AI Learns From Its Dreams | Two Minute Papers #247

The paper "World Models" is available here: https://arxiv.org/abs/1803.10122 https://worldmodels.github.io/ Support the series and pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-3077928/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Robot Adapts Like Animals | Two Minute Papers #246

UMSNBLAfC7o | 01 May 2018

This Robot Adapts Like Animals | Two Minute Papers #246

The paper "Robots that can adapt like animals" and its source code is available here: https://members.loria.fr/jbmouret/nature_press.html https://members.loria.fr/code/ite_limbo_nature.zip Pick up cool perks on our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Learns Real-Time 3D Face Reconstruction | Two Minute Papers #245

m9XyXiL6n8w | 26 Apr 2018

AI Learns Real-Time 3D Face Reconstruction | Two Minute Papers #245

The paper "Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network" and its source code is available here: https://arxiv.org/abs/1803.07835 https://github.com/YadiraF/PRNet Addicted? Pick up cool perks on our Patreon page! - https://www.patreon.com/TwoMinutePapers A few comments with some of the best applications: Lowell Camp - "This technology could be used for consumer-budget markerless facial motion capture, and if a follow-up paper enhances it with audio analysis for tongue posing, then it would require very little touch-up beyond a little temporal filtering." Milleoiseau - "VOIP in game but with face tracking." Evan - "Could this be used for some kind of automatic lip-reading system for deaf viewers to view live events?" Matan - "Monitor emotions for product improvement." Idjles Erle - "Reconstructing ancestors faces from photos that are 150 years old. Working out from old photos who is more likely rested to whom." Morph Verse - "Maybe create a toolsets for artists to support easy correct anatomy tools in characters with facial and body features, for faster workflow in apps like Blender or 3ds." Bernard van Tonder - "Encourage others to watch educational content: Let celebrities/sport idols teach important subjects by mapping their faces and voices onto people's faces in educational videos." Adam de Anda - "Online shopping could get much more personalized. Send a selfie and be able to see sunglasses, hats, jewelry etc on your own face and able to rotate the image. Damn this actually pretty solid" We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-1722556/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Photo Translation | Two Minute Papers #243

XcxzKLrCpyk | 22 Apr 2018

AI Photo Translation | Two Minute Papers #243

The paper "Toward Multimodal Image-to-Image Translation" and its source code is available here: https://junyanz.github.io/BicycleGAN/ Our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-2985977/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

4 Experiments Where the AI Outsmarted Its Creators 🤖

GdTBqBnqhaQ | 19 Apr 2018

4 Experiments Where the AI Outsmarted Its Creators 🤖

The paper "The Surprising Creativity of Digital Evolution: A Collection of Anecdotes from the Evolutionary Computation and Artificial Life Research Communities" is available here: https://arxiv.org/abs/1803.03453 ❤️ Support the show on Patreon: https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Other video resources: Evolving AI Lab - https://www.youtube.com/watch?v=_5Y1hSLhYdY Cooperative footage - https://infoscience.epfl.ch/record/99661/files/florenoetal_preprint.pdf We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Geronimo Moralez, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Thumbnail background image credit: https://pixabay.com/photo-3010727/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Gaussian Material Synthesis (SIGGRAPH 2018)

6FzVhIV_t3s | 14 Apr 2018

Gaussian Material Synthesis (SIGGRAPH 2018)

In this work, we teach an AI the concept of metallic, translucent materials and more. The paper "Gaussian Material Synthesis" and its source code is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/gaussian-material-synthesis/ Acknowledgments: We would like to thank Robin Marin for the material test scene and Vlad Miller for his help with geometry modeling, Felícia Zsolnai-Fehér for improving the design of many figures, Hiroyuki Sakai, Christian Freude, Johannes Unterguggenberger, Pranav Shyam and Minh Dang for their useful comments, and Silvana Podaras for her help with a previous version of this work. We also thank NVIDIA for providing the GPU used to train our neural networks. This work was partially funded by Austrian Science Fund (FWF), project number P27974. Scene and geometry credits: Gold Bars – JohnsonMartin, Christmas Ornaments – oenvoyage, Banana – sgamusse, Bowl – metalix, Grapes – PickleJones, Glass Fruits – BobReed64, Ice cream – b2przemo, Vases – Technausea, Break Time – Jay-Artist, Wrecking Ball – floydkids, Italian Still Life – aXel, Microplanet – marekv, Microplanet vegetation – macio. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #neuralrendering

Evolving Generative Adversarial Networks | Two Minute Papers #242

ni6P5KU3SDU | 12 Apr 2018

Evolving Generative Adversarial Networks | Two Minute Papers #242

The paper "Evolutionary Generative Adversarial Networks" is available here: https://arxiv.org/abs/1803.00657 Our Patreon page: https://www.patreon.com/TwoMinutePapers Recommended for you: Video game to reality conversion: https://www.youtube.com/watch?v=dqxqbvyOnMY We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Rob Rowe, Robin Graham, Ryan Monsurate, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-3100786/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Fools Your Vision | Two Minute Papers #241

AbxPbfODGcs | 05 Apr 2018

This Fools Your Vision | Two Minute Papers #241

The paper "Adversarial Examples that Fool both Human and Computer Vision" is available here: https://arxiv.org/abs/1802.08195 Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Lorin Atzberger, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Rob Rowe, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-2479948/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

One Pixel Attack Defeats Neural Networks | Two Minute Papers #240

SA4YEAWVpbk | 31 Mar 2018

One Pixel Attack Defeats Neural Networks | Two Minute Papers #240

The paper "One pixel attack for fooling deep neural networks" is available here: https://arxiv.org/abs/1710.08864 This seems like an unofficial implementation: https://github.com/Hyperparticle/one-pixel-attack-keras Differential evolution animation credit: https://pablormier.github.io/2017/09/05/a-tutorial-on-differential-evolution-with-python/ Our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Malek Cellier, Frank Goertzen, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Thumbnail background image credit: https://pixabay.com/photo-3010129/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind's AI Learns Complex Behaviors From Scratch | Two Minute Papers #239

veWkBsK0nwU | 27 Mar 2018

DeepMind's AI Learns Complex Behaviors From Scratch | Two Minute Papers #239

The paper "Learning by Playing - Solving Sparse Reward Tasks from Scratch" is available here: https://arxiv.org/abs/1802.10567 Our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-2009819/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind's AI Masters Even More Atari Games | Two Minute Papers #238

oWpp1YYcCsU | 21 Mar 2018

DeepMind's AI Masters Even More Atari Games | Two Minute Papers #238

The paper "IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures" is available here: https://arxiv.org/abs/1802.01561 Update: Its source code is now available here: https://github.com/deepmind/scalable_agent DeepMind Lab: https://arxiv.org/abs/1612.03801 Our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Thumbnail background image credit: https://pixabay.com/photo-1548365/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Learns Human Pose Estimation From Videos | Two Minute Papers #237

dxOHmvTaCN4 | 17 Mar 2018

AI Learns Human Pose Estimation From Videos | Two Minute Papers #237

The paper "DensePose: Dense Human Pose Estimation In The Wild" is available here: https://arxiv.org/abs/1802.00434 http://densepose.org/ Our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-3178198/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI-Based Animoji Without The iPhone X | Two Minute Papers #236

UPcR7S8ue1A | 15 Mar 2018

AI-Based Animoji Without The iPhone X | Two Minute Papers #236

The paper "Avatar Digitization From a Single Image For Real-Time Rendering" is available here: http://www.hao-li.com/publications/papers/siggraphAsia2017ADFSIFRTR.pdf http://www.hao-li.com/Hao_Li/Hao_Li_-_publications.html Demo for iOS: http://pinscreen.com/ Our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

A Photo Enhancer AI | Two Minute Papers #235

iBaWVuaSQ-Q | 11 Mar 2018

A Photo Enhancer AI | Two Minute Papers #235

The paper "DSLR-Quality Photos on Mobile Devices with Deep Convolutional Networks" and its demo is available here: http://people.ee.ethz.ch/~ihnatova/ http://phancer.com/ Our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-3157391/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Building Blocks of AI Interpretability | Two Minute Papers #234

pVgC-7QTr40 | 06 Mar 2018

Building Blocks of AI Interpretability | Two Minute Papers #234

The paper "Building Blocks of Interpretability" is available here: https://distill.pub/2018/building-blocks/ Our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1210559/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Why Should We Trust An AI? | Two Minute Papers #233

izZofvgaIig | 03 Mar 2018

Why Should We Trust An AI? | Two Minute Papers #233

The paper "Why Should I Trust You? - Explaining the Predictions of Any Classifier" and its implementation is available here: http://www.kdd.org/kdd2016/papers/files/rfp0573-ribeiroA.pdf https://github.com/marcotcr/lime Our Patreon page: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-563428/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind's WaveNet, 1000 Times Faster | Two Minute Papers #232

hzpxXZJQNFg | 01 Mar 2018

DeepMind's WaveNet, 1000 Times Faster | Two Minute Papers #232

The paper "Parallel WaveNet: Fast High-Fidelity Speech Synthesis" is available here: https://arxiv.org/abs/1711.10433 Our Patreon page: https://www.patreon.com/TwoMinutePapers DeepMind's Blog: https://deepmind.com/blog/wavenet-launches-google-assistant/ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Nader Shakerin, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-3172471/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Bubble Collision Simulations in Milliseconds | Two Minute Papers #231

uGhyOBSzdTs | 25 Feb 2018

Bubble Collision Simulations in Milliseconds | Two Minute Papers #231

The paper "A Hyperbolic Geometric Flow for Evolving Films and Foams" is available here: https://sadashigeishida.bitbucket.io/hgf/index.html Recommended for you: 1. Reddit discussion on bubble thickness measurements - https://www.reddit.com/r/askscience/comments/1wva6u/is_it_possible_to_measure_the_thickness_of_a_soap/ 2. An early episode on bubbles - https://www.youtube.com/watch?v=uj8b5mu0P7Y We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1916692/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This AI Sings | Two Minute Papers #230

HANeLG0l2GA | 22 Feb 2018

This AI Sings | Two Minute Papers #230

The paper "A Neural Parametric Singing Synthesizer" is available here: http://www.dtic.upf.edu/~mblaauw/NPSS/ Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Check out my new voice here! https://goo.gl/z6zxuT Jean-Michel Jarre Vocoder song: https://open.spotify.com/album/0ZKglE5xlIqsWmtQHn9WxZ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Vocoder video credit: Shal Music/FX - https://www.youtube.com/watch?v=uXn1up-9D78 Thumbnail background image credit: https://flic.kr/p/GAhDRa Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Pruning Makes Faster and Smaller Neural Networks | Two Minute Papers #229

3yOZxmlBG3Y | 19 Feb 2018

Pruning Makes Faster and Smaller Neural Networks | Two Minute Papers #229

The paper "Learning to Prune Filters in Convolutional Neural Networks" is available here: https://arxiv.org/pdf/1801.07365.pdf We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-3064187/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Google's Text Reader AI: Almost Perfect | Two Minute Papers #228

bdM9c2OFYuw | 14 Feb 2018

Google's Text Reader AI: Almost Perfect | Two Minute Papers #228

The paper "Natural TTS Synthesis by Conditioning WaveNet on Mel Spectrogram Predictions" is available here: https://google.github.io/tacotron/publications/tacotron2/index.html https://arxiv.org/abs/1712.05884 Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A Unofficial implementations - proceed with care: https://github.com/candlewill/Tacotron-2 https://github.com/r9y9/wavenet_vocoder We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2875123/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

SLAC Dataset From MIT and Facebook | Two Minute Papers #227

pAiiPNg0kDE | 11 Feb 2018

SLAC Dataset From MIT and Facebook | Two Minute Papers #227

The paper "SLAC: A Sparsely Labeled Dataset for Action Classification and Localization" is available here: http://slac.csail.mit.edu/ https://arxiv.org/abs/1712.09374 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-3011677/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind Control Suite | Two Minute Papers #226

WhaRsrlaXLk | 07 Feb 2018

DeepMind Control Suite | Two Minute Papers #226

The paper "DeepMind Control Suite" and its source code is available here: https://arxiv.org/pdf/1801.00690v1.pdf https://github.com/deepmind/dm_control We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2921430/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Reinforcement Learning With Noise (OpenAI) | Two Minute Papers #225

DW1AuOC9TQc | 04 Feb 2018

Reinforcement Learning With Noise (OpenAI) | Two Minute Papers #225

The paper "Better Exploration with Parameter Noise" and its source code is available here: https://arxiv.org/abs/1706.01905 https://github.com/openai/baselines The write-up and our Patreon page with the details: https://www.patreon.com/posts/technical-for-16738692 https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2560006/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind's AI Learns Object Sounds | Two Minute Papers #224

FMEk8cHF-OA | 30 Jan 2018

DeepMind's AI Learns Object Sounds | Two Minute Papers #224

The paper "Objects that Sound" is available here: https://arxiv.org/abs/1712.06651 https://www.youtube.com/watch?v=TFyohksFd48 https://www.youtube.com/watch?v=x_qusr58ruU Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A LTC: LM8AUh5bGcNgzq6HaV1jeaJrFvmKxxgiXg Recommended for you: Look, Listen & Learn - https://www.youtube.com/watch?v=mL3CzZcBJZU We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-756326/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Building Machines That Learn and Think Like People | Two Minute Papers #223

uOiOhVgR3VA | 27 Jan 2018

Building Machines That Learn and Think Like People | Two Minute Papers #223

The paper "Building Machines That Learn and Think Like People" is available here: https://arxiv.org/abs/1604.00289 DeepMind's commentary article: https://arxiv.org/ftp/arxiv/papers/1711/1711.08378.pdf One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Frostbite gameplay video source: https://www.youtube.com/watch?v=J2oSbAbcOPg Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2981726/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Autonomous Robot Models Your House Interior | Two Minute Papers #222

fTBeNAu18_s | 21 Jan 2018

This Autonomous Robot Models Your House Interior | Two Minute Papers #222

The paper "Autonomous Reconstruction of Unknown Indoor Scenes Guided by Time-varying Tensor Fields" and its source code is available here: http://vcc.szu.edu.cn/research/2017/tfnav/ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Shawn Azman, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2732939/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

High-Resolution Neural Texture Synthesis | Two Minute Papers #221

Uo6hFVRsjpA | 17 Jan 2018

High-Resolution Neural Texture Synthesis | Two Minute Papers #221

The paper "High-Resolution Multi-Scale Neural Texture Synthesis" and its source code is available here: https://wxs.ca/research/multiscale-neural-synthesis/ Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2929203/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Efficient Viscoelastic Fluid Simulations | Two Minute Papers #220

MCHw6fUyLMY | 14 Jan 2018

Efficient Viscoelastic Fluid Simulations | Two Minute Papers #220

The paper "Conformation Constraints for Efficient Viscoelastic Fluid Simulation" is available here: http://www.gmrv.es/Publications/2017/BGAO17/ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1958464/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Deep Image Prior | Two Minute Papers #219

_BPJFFkxSbw | 10 Jan 2018

Deep Image Prior | Two Minute Papers #219

The paper "Deep Image Prior" and its source code is available here: https://dmitryulyanov.github.io/deep_image_prior Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://flic.kr/p/cfB62s Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Distilling Neural Networks | Two Minute Papers #218

zjaz2mC1KhM | 06 Jan 2018

Distilling Neural Networks | Two Minute Papers #218

The paper "Distilling a Neural Network Into a Soft Decision Tree" is available here: https://arxiv.org/pdf/1711.09784.pdf Decision Trees and Boosting, XGBoost: https://www.youtube.com/watch?v=0Xc9LIb_HTw We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payment links are available below. Thank you very much for your generous support! PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A Decision tree image sources: 1. https://github.com/SilverDecisions/SilverDecisions/wiki/Gallery 2. https://commons.wikimedia.org/wiki/File:Decision_tree_model.png Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://flic.kr/p/gjWHVF Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Learns Semantic Image Manipulation | Two Minute Papers #217

XhH2Cc4thJw | 01 Jan 2018

AI Learns Semantic Image Manipulation | Two Minute Papers #217

The paper "High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs" and its source code is available here: https://tcwang0509.github.io/pix2pixHD/ Openings at our Institute. Make sure to mention to the contact person that you found this through Two Minute Papers! https://www.cg.tuwien.ac.at/jobs/3dspatialization/ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payments: PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1721451/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AlphaZero: DeepMind's New Chess AI | Two Minute Papers #216

2ciR6rA85tg | 21 Dec 2017

AlphaZero: DeepMind's New Chess AI | Two Minute Papers #216

The paper "Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm" is available here: https://arxiv.org/pdf/1712.01815.pdf Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers One-time payments: PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A Recommendations: https://www.youtube.com/watch?v=akgalUq5vew https://www.youtube.com/watch?v=0g9SlVdv1PY https://www.youtube.com/watch?v=Ud8F-cNsa-k https://www.chess.com/news/view/google-s-alphazero-destroys-stockfish-in-100-game-match http://forum.computerschach.de/cgi-bin/mwf/topic_show.pl?tid=9653 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Emmanuel, Eric Haddad, Esa Turkulainen, Evan Breznyik, Frank Goertzen, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Credits: Elo ratings: https://ratings.fide.com/top.phtml?list=men Magnus image source: https://www.youtube.com/watch?v=eLaOeXCAPbU 400 point difference rule: https://www.fide.com/fide/handbook.html?id=172&view=article ctrl+f 400 One chess match source: https://chess24.com/en/watch/live-tournaments/alphazero-vs-stockfish/1/1/1 Stockfish: https://stockfishchess.org/ Thumbnail background image credit: https://pixabay.com/photo-1483735/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Learns Noise Filtering For Photorealistic Videos | Two Minute Papers #215

YjjTPV2pXY0 | 17 Dec 2017

AI Learns Noise Filtering For Photorealistic Videos | Two Minute Papers #215

The paper "Interactive Reconstruction of Monte Carlo Image Sequences using a Recurrent Denoising Autoencoder" is available here: http://research.nvidia.com/publication/interactive-reconstruction-monte-carlo-image-sequences-using-recurrent-denoising The paper with the notoriously difficult "Spheres" scene: https://users.cg.tuwien.ac.at/zsolnai/gfx/adaptive_metropolis/ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payments: PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2379965/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Beats Radiologists at Pneumonia Detection | Two Minute Papers #214

QmIM24JDE3A | 13 Dec 2017

AI Beats Radiologists at Pneumonia Detection | Two Minute Papers #214

The paper "CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning" is available here: https://stanfordmlgroup.github.io/projects/chexnet/ Interesting commentary on the article, check this one out too! https://lukeoakdenrayner.wordpress.com/2017/11/18/quick-thoughts-on-chestxray14-performance-claims-and-clinical-tasks/ Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers One-time payments: PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Ethereum: 0x002BB163DfE89B7aD0712846F1a1E53ba6136b5A We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://flic.kr/p/bCaBTq Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Universal Neural Style Transfer | Two Minute Papers #213

v1oWke0Qf1E | 09 Dec 2017

Universal Neural Style Transfer | Two Minute Papers #213

The paper "Universal Style Transfer via Feature Transforms" and its source code is available here: https://arxiv.org/abs/1705.08086 https://github.com/Yijunmaverick/UniversalStyleTransfer Recommended for you: https://www.youtube.com/watch?v=Rdpbnd0pCiI - What is an Autoencoder? We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payments: PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1978682/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

This Neural Network Optimizes Itself | Two Minute Papers #212

6JZNEb5uDu4 | 06 Dec 2017

This Neural Network Optimizes Itself | Two Minute Papers #212

The paper "Hierarchical Representations for Efficient Architecture Search" is available here: https://arxiv.org/pdf/1711.00436.pdf Genetic algorithm (+ Mona Lisa problem) implementation: 1. https://users.cg.tuwien.ac.at/zsolnai/gfx/mona_lisa_parallel_genetic_algorithm/ 2. https://users.cg.tuwien.ac.at/zsolnai/gfx/knapsack_genetic/ Andrej Karpathy's online demo: http://cs.stanford.edu/people/karpathy/convnetjs/demo/classify2d.html Overfitting and Regularization For Deep Learning - https://www.youtube.com/watch?v=6aF9sJrzxaM Training Deep Neural Networks With Dropout - https://www.youtube.com/watch?v=LhhEv1dMpKE How Do Genetic Algorithms Work? - https://www.youtube.com/watch?v=ziMHaGQJuSI We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers One-time payments: PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2692456/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

How Do Neural Networks See The World? Pt 2. | Two Minute Papers #211

1zvohULpe_0 | 03 Dec 2017

How Do Neural Networks See The World? Pt 2. | Two Minute Papers #211

The paper "Feature Visualization" is available here: https://distill.pub/2017/feature-visualization/ Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers One-time payments: PayPal: https://www.paypal.me/TwoMinutePapers Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh Distill journal: https://distill.pub/ Recommended for you: How Do Neural Networks See The World? https://www.youtube.com/watch?v=hBobYd8nNtQ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Meta Learning Shared Hierarchies | Two Minute Papers #210

M_eaS7X-mIw | 29 Nov 2017

Meta Learning Shared Hierarchies | Two Minute Papers #210

The paper "Meta Learning Shared Hierarchies" and its source code is available here: https://arxiv.org/abs/1710.09767 https://github.com/openai/mlsh A video from Robert Miles: https://www.youtube.com/watch?v=MUVbqQ3STFA We have been experimenting with opening a bitcoin wallet. Let us know if it's working properly and thank you very much for your support! Bitcoin: 13hhmJnLEzwXgmgJN7RB6bWVdT7WkrFAHh We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1804496/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Image Matting With Deep Neural Networks | Two Minute Papers #209

6DVng5JVuhI | 26 Nov 2017

Image Matting With Deep Neural Networks | Two Minute Papers #209

The paper "Deep Image Matting" and a (seemingly) unofficial implementation by someone else is available here: https://sites.google.com/view/deepimagematting https://github.com/Joker316701882/Deep-Image-Matting Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://flic.kr/p/95VjEC Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Terrain Generation With Deep Learning | Two Minute Papers #208

NEscK5RCtlo | 22 Nov 2017

Terrain Generation With Deep Learning | Two Minute Papers #208

The paper "Interactive Example-Based Terrain Authoring with Conditional Generative Adversarial Networks" is available here: https://hal.archives-ouvertes.fr/hal-01583706/file/tog.pdf We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christian Ahlin, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Marten Rauschenberg, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

NVIDIA's AI Dreams Up Imaginary Celebrities | Two Minute Papers #207

VrgYtFhVGmg | 18 Nov 2017

NVIDIA's AI Dreams Up Imaginary Celebrities | Two Minute Papers #207

The paper "Progressive Growing of GANs for Improved Quality, Stability, and Variation" and its source code is available here: http://research.nvidia.com/publication/2017-10_Progressive-Growing-of Our Patreon page with some really cool perks: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Michael Albrecht, Michael Jensen, Michael Orenstein, Raul Araújo da Silva, Robin Graham, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2911332/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Generalizing AI With Neural Task Programming | Two Minute Papers #206

Lcxz6dtYjI4 | 15 Nov 2017

Generalizing AI With Neural Task Programming | Two Minute Papers #206

The paper "Neural Task Programming: Learning to Generalize Across Hierarchical Tasks" is available here: https://stanfordvl.github.io/ntp/ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Michael Albrecht, Michael Jensen, Michael Orenstein, Robin Graham, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2137333/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Competitive Self-Play | Two Minute Papers #205

p831XtyLA5M | 11 Nov 2017

AI Competitive Self-Play | Two Minute Papers #205

The paper "Emergent Complexity via Multi-Agent Competition" and its source code is available here: https://arxiv.org/abs/1710.03748 https://github.com/openai/multiagent-competition We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://flic.kr/p/5BaDVq Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Disney's AI Learns To Render Clouds | Two Minute Papers #204

7wt-9fjPDjQ | 09 Nov 2017

Disney's AI Learns To Render Clouds | Two Minute Papers #204

The paper "Deep Scattering: Rendering Atmospheric Clouds with Radiance-Predicting Neural Networks" is available here: http://drz.disneyresearch.com/~jnovak/publications/DeepScattering/ http://simon-kallweit.me/deepscattering/ https://tom94.net/data/publications/kallweit17deep/interactive-viewer/ Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2920167/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Video Game Graphics To Reality And Back | Two Minute Papers #203

dqxqbvyOnMY | 05 Nov 2017

Video Game Graphics To Reality And Back | Two Minute Papers #203

The paper "Unsupervised Image-to-Image Translation Networks" and its source code is available here: https://arxiv.org/pdf/1703.00848.pdf https://github.com/mingyuliutw/UNIT We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://flic.kr/p/UASi2i Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Transferring AI To The Real World (OpenAI) | Two Minute Papers #202

mmeoUZ_wRm4 | 02 Nov 2017

Transferring AI To The Real World (OpenAI) | Two Minute Papers #202

The paper "Domain Randomization for Transferring Deep Neural Networks from Simulation to the Real World" is available here: https://arxiv.org/pdf/1703.06907.pdf We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2874016/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

New DeepMind AI Beats AlphaGo 100-0 | Two Minute Papers #201

9xlSy9F5WtE | 30 Oct 2017

New DeepMind AI Beats AlphaGo 100-0 | Two Minute Papers #201

The AlphaGo Zero paper "Mastering the Game of Go without Human Knowledge" is available here: https://deepmind.com/blog/alphago-zero-learning-scratch/ https://deepmind.com/documents/119/agz_unformatted_nature.pdf Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Photo credits: Watson - AP Photo/Jeopardy Productions, Inc. Fan Hui match photo - Google DeepMind - https://www.youtube.com/watch?v=SUbqy... Go board image credits (all CC BY 2.0): Renato Ganoza - https://flic.kr/p/7nX4kK Jaro Larnos (changes were applied, mostly recoloring) - https://flic.kr/p/dDeQU9 Luis de Bethencourt - https://flic.kr/p/4c5RaR Go ratings: https://www.goratings.org/en/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://flic.kr/p/skJBM1 Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Real-Time Global Illumination With Radiance Probes | Two Minute Papers #200

mECv52eSjBo | 25 Oct 2017

Real-Time Global Illumination With Radiance Probes | Two Minute Papers #200

The paper "Real-time Global Illumination by Precomputed Local Reconstruction from Sparse Radiance Probes" is available here: https://users.aalto.fi/~silvena4/Projects/RTGI/index.html We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Learning to Model Other Minds (OpenAI) | Two Minute Papers #199

kfJMUeQO0S0 | 21 Oct 2017

Learning to Model Other Minds (OpenAI) | Two Minute Papers #199

The paper "Learning with Opponent-Learning Awareness" is available here: https://arxiv.org/abs/1709.04326 Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers Showcased episodes: Real-Time Oil Painting on Mobile - https://www.youtube.com/watch?v=1SHW1-qKKpY Real-Time Modeling and Animation of Climbing Plants - https://www.youtube.com/watch?v=aAsejHZC5EE We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2629752/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Learns 3D Face Reconstruction | Two Minute Papers #198

9BOdng9MpzU | 19 Oct 2017

AI Learns 3D Face Reconstruction | Two Minute Papers #198

The paper "Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN Regression" is available here: http://aaronsplace.co.uk/papers/jackson2017recon/ Online demo: http://cvl-demos.cs.nott.ac.uk/vrn/ Source code: https://github.com/AaronJackson/vrn We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1836445/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Learns Video Frame Interpolation | Two Minute Papers #197

T_g6S3f0Z5I | 15 Oct 2017

AI Learns Video Frame Interpolation | Two Minute Papers #197

The paper "Video Frame Interpolation via Adaptive Separable Convolution" and its source code is available here: https://arxiv.org/abs/1708.01692 https://github.com/sniklaus/pytorch-sepconv Two Minute Papers subreddit: https://www.reddit.com/r/twominutepapers/comments/76j145/ai_learns_video_frame_interpolation_two_minute/ Recommended for you: 1. Separable Subsurface Scattering (with convolutions) - https://www.youtube.com/watch?v=72_iAlYwl0c 2. https://users.cg.tuwien.ac.at/zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/ 3. Rocking Out With Convolutions - https://www.youtube.com/watch?v=JKYQOAZRZu4 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2842576/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Deep Learning From Human Preferences | Two Minute Papers #196

WT0WtoYz2jE | 11 Oct 2017

Deep Learning From Human Preferences | Two Minute Papers #196

The paper "Deep Reinforcement Learning from Human Preferences" is available here: https://arxiv.org/pdf/1706.03741.pdf Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2386034/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Learns To Recreate Computer Games | Two Minute Papers #195

2VyhmbEjs9A | 07 Oct 2017

AI Learns To Recreate Computer Games | Two Minute Papers #195

The paper "Game Engine Learning from Video" is available here: https://www.cc.gatech.edu/~riedl/pubs/ijcai17.pdf Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers Generative Adversarial Networks (GANs): https://www.youtube.com/watch?v=pqkpIfu36Os Generative Latent Optimization (GLO): https://www.youtube.com/watch?v=aR6M0MQBo2w We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1558063/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu

Audio To Obama: AI Learns Lip Sync from Audio | Two Minute Papers #194

nsuAQcvafCs | 04 Oct 2017

Audio To Obama: AI Learns Lip Sync from Audio | Two Minute Papers #194

The paper "Synthesizing Obama: Learning Lip Sync from Audio" is available here: https://grail.cs.washington.edu/projects/AudioToObama/ Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers Patreon notes: https://www.patreon.com/TwoMinutePapers/posts?tag=what%27s%20new Recommended for you: WaveNet: https://www.youtube.com/watch?v=CqFIVCD1WWo Face2face: https://www.youtube.com/watch?v=_S1lyQbbJM4 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Dave Rushton-Smith, Dennis Abts, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1174489/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/ #Deepfake #Face2Face #Audio2Obama

Light Transport on Specular Microstructure | Two Minute Papers #193

GNx8rgNcw5c | 01 Oct 2017

Light Transport on Specular Microstructure | Two Minute Papers #193

The paper "Position-Normal Distributions for Efficient Rendering of Specular Microstructure" is available here: http://people.eecs.berkeley.edu/~lingqi/publications/paper_glints2.pdf http://people.eecs.berkeley.edu/~lingqi/ Vienna Rendering course: https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Dave Rushton-Smith, Dennis Abts, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2796240/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Hindsight Experience Replay | Two Minute Papers #192

Dvd1jQe3pq0 | 27 Sep 2017

Hindsight Experience Replay | Two Minute Papers #192

The paper "Hindsight Experience Replay" is available here: https://arxiv.org/pdf/1707.01495.pdf Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers Recommended for you: Deep Reinforcement Terrain Learning - https://www.youtube.com/watch?v=wBrwN4dS-DA Digital Creatures Learn To Walk - https://www.youtube.com/watch?v=kQ2bqz3HPJE Task-based Animation of Virtual Characters - https://www.youtube.com/watch?v=ZHoNpxUHewQ Real-Time Character Control With Phase-Functioned Neural Networks - https://www.youtube.com/watch?v=wlndIQHtiFw DeepMind's AI Learns Locomotion From Scratch - https://www.youtube.com/watch?v=14zkfDTN_qo We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Dave Rushton-Smith, Dennis Abts, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1193318/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Latent Space Human Face Synthesis | Two Minute Papers #191

aR6M0MQBo2w | 24 Sep 2017

Latent Space Human Face Synthesis | Two Minute Papers #191

The paper "Optimizing the Latent Space of Generative Networks" is available here: https://arxiv.org/pdf/1707.05776.pdf Khan Academy's video on the Nash equilibrium: https://www.khanacademy.org/economics-finance-domain/microeconomics/nash-equilibrium-tutorial/nash-eq-tutorial/v/prisoners-dilemma-and-nash-equilibrium Earlier episodes showcased in the video: Image Editing with Generative Adversarial Networks - https://www.youtube.com/watch?v=pqkpIfu36Os AI Learns to Synthesize Pictures of Animals - https://www.youtube.com/watch?v=D4C1dB9UheQ AI Makes 3D Models From Photos - https://www.youtube.com/watch?v=HO1LYJb818Q Font paper: http://vecg.cs.ucl.ac.uk/Projects/projects_fonts/projects_fonts.html We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Dave Rushton-Smith, Dennis Abts, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2589641/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind's AI Learns Locomotion From Scratch | Two Minute Papers #190

14zkfDTN_qo | 20 Sep 2017

DeepMind's AI Learns Locomotion From Scratch | Two Minute Papers #190

The paper "Emergence of Locomotion Behaviours in Rich Environments" is available here: https://arxiv.org/abs/1707.02286 Our Patreon page with the details is available here: https://www.patreon.com/TwoMinutePapers Recommended for you: Digital Creatures Learn To Walk - https://www.youtube.com/watch?v=kQ2bqz3HPJE Real-Time Character Control With Phase-Functioned Neural Networks - https://www.youtube.com/watch?v=wlndIQHtiFw We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Dave Rushton-Smith, Dennis Abts, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1834465/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

What is The Best Way To Simulate Liquids? | Two Minute Papers #189

TItYXBoJ1sc | 17 Sep 2017

What is The Best Way To Simulate Liquids? | Two Minute Papers #189

The paper "Perceptual Evaluation of Liquid Simulation Methods" is available here: https://ge.in.tum.de/publications/2017-sig-um/ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Dave Rushton-Smith, Dennis Abts, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2753740/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Learns To Improve Smoke Simulations | Two Minute Papers #188

Mu0ew2F-SSA | 13 Sep 2017

AI Learns To Improve Smoke Simulations | Two Minute Papers #188

The paper "Data-Driven Synthesis of Smoke Flows with CNN-based Feature Descriptors" is available here: https://ge.in.tum.de/publications/2017-sig-chu/ Recommended for you: Wavelet Turbulence - https://www.youtube.com/watch?v=5xLSbj5SsSE Neural Network Learns The Physics of Fluids and Smoke - https://www.youtube.com/watch?v=iOWamCtnwTc We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Dave Rushton-Smith, Dennis Abts, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2571245/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Physics-based Image and Video Editing | Two Minute Papers #187

bVGubOt_jLI | 10 Sep 2017

Physics-based Image and Video Editing | Two Minute Papers #187

The paper "Calipso: Physics-based Image and Video Editing through CAD Model Proxies" is available here: https://arxiv.org/abs/1708.03748 Project page: http://mimesis.inria.fr/calipso/ Physics simulation by SOFA: http://www.sofa-framework.org Recommended for you: https://www.youtube.com/watch?v=BjwhMDhbqAs We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Dave Rushton-Smith, Dennis Abts, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2714673/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Creates 3D Models From Images | Two Minute Papers #186

BjwhMDhbqAs | 07 Sep 2017

AI Creates 3D Models From Images | Two Minute Papers #186

The paper "Hierarchical Surface Prediction for 3D Object Reconstruction" is available here: https://arxiv.org/abs/1704.00710 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Dave Rushton-Smith, Dennis Abts, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2717506/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

AI Creates Facial Animation From Audio | Two Minute Papers #185

ZtP3gl_2kBM | 04 Sep 2017

AI Creates Facial Animation From Audio | Two Minute Papers #185

The paper "Audio-Driven Facial Animation by Joint End-to-End Learning of Pose and Emotion" is available here: http://research.nvidia.com/publication/2017-07_Audio-Driven-Facial-Animation Our Patreon page and the newest post on empowering research projects: https://www.patreon.com/TwoMinutePapers https://www.patreon.com/posts/14199475 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Dave Rushton-Smith, Dennis Abts, Eric Swenson, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2308464/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind's AI Learns Audio And Video Concepts By Itself | Two Minute Papers #184

mL3CzZcBJZU | 31 Aug 2017

DeepMind's AI Learns Audio And Video Concepts By Itself | Two Minute Papers #184

The paper "Look, Listen and Learn" is available here: https://arxiv.org/abs/1705.08168 Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers Recommended for you: https://www.youtube.com/watch?v=hBobYd8nNtQ We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, Emmanuel Mwangi, Eric Swenson, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1838412/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

Photorealistic Fur With Multi-Scale Rendering | Two Minute Papers #183

qKhSZmS6aWw | 27 Aug 2017

Photorealistic Fur With Multi-Scale Rendering | Two Minute Papers #183

The paper "An Efficient and Practical Near and Far Field Fur Reflectance Model" is available here: https://people.eecs.berkeley.edu/~lingqi/publications/paper_fur2.pdf https://people.eecs.berkeley.edu/~lingqi/ The free Rendering course is available on YouTube here: https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, Emmanuel Mwangi, Eric Swenson, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1238238/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook: https://www.facebook.com/TwoMinutePapers/ Twitter: https://twitter.com/karoly_zsolnai Web: https://cg.tuwien.ac.at/~zsolnai/

DeepMind Publishes StarCraft II Learning Environment | Two Minute Papers #182

St5lxIxYGkI | 23 Aug 2017

DeepMind Publishes StarCraft II Learning Environment | Two Minute Papers #182

The paper "StarCraft II: A New Challenge for Reinforcement Learning" and its source code is available here: https://arxiv.org/abs/1708.04782 https://github.com/Blizzard/s2client-proto WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Eric Swenson, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: Blizzard - http://media.blizzard.com/sc2/media/wallpapers/wall000/wall000-1600x1200.jpg Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Real-Time Noise Filtering For Light Simulations | Two Minute Papers #181

HSmm_vEVs10 | 19 Aug 2017

Real-Time Noise Filtering For Light Simulations | Two Minute Papers #181

The paper "Spatiotemporal Variance-Guided Filtering: Real-Time Reconstruction for Path-Traced Global Illumination" is available here: http://cg.ivd.kit.edu/svgf.php WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Eric Swenson, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

OpenAI's Bot Beats DOTA World Champion Dendi | Two Minute Papers #180

cLC_GHZCOVQ | 16 Aug 2017

OpenAI's Bot Beats DOTA World Champion Dendi | Two Minute Papers #180

Some updates and clarifications follow: Update 1: we seem to have conflicting information on the training times - both 24 hours and 2 weeks was mentioned. We'll make sure to address this when the official paper appears. Update 2: more from OpenAI - https://blog.openai.com/more-on-dota-2/ Update 3: more reddit discussion on how to trick the bot into defeat: https://www.reddit.com/r/DotA2/comments/6t8qvs/openai_bots_were_defeated_atleast_50_times/ (thanks to nikre for the link) Update 4: an OpenAI employee provides more clarification on the training process - https://news.ycombinator.com/item?id=15001521 Apologies for the inaccuracies - I've watched every video and interview I could get my hands on and found quite a bit of conflicting information. I'll take this into consideration next time when something comes up without an official research paper. OpenAI's materials on their DOTA bot: https://blog.openai.com/dota-2/ Day9's DOTA learning videos are available here: https://www.youtube.com/playlist?list=PLgmCLtUkEutILNA9EM0BON6ShoQGZhd3P WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Eric Swenson, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image source: https://blog.openai.com/dota-2/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Verifying Mission-Critical AI Programs | Two Minute Papers #179

_DN2rzHkpZE | 13 Aug 2017

Verifying Mission-Critical AI Programs | Two Minute Papers #179

The paper "Reluplex: An Efficient SMT Solver for Verifying Deep Neural Networks" is available here: https://arxiv.org/pdf/1702.01135.pdf Out Patreon page: https://www.patreon.com/TwoMinutePapers Earlier episodes that were showcased: pix2pix - https://www.youtube.com/watch?v=u7kQ5lNfUfg Breaking DeepMind's Game AI System - https://www.youtube.com/watch?v=QFu0vZgMcqk WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Eric Swenson, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2072618/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

DeepMind's AI Learns Imagination-Based Planning | Two Minute Papers #178

xp-YOPcjkFw | 09 Aug 2017

DeepMind's AI Learns Imagination-Based Planning | Two Minute Papers #178

The paper "Imagination-Augmented Agents for Deep Reinforcement Learning" is available here: https://arxiv.org/abs/1707.06203 Out Patreon page with the details: https://www.patreon.com/TwoMinutePapers WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Eric Swenson, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-767781/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

AI Learns Semantic Style Transfer | Two Minute Papers #177

vmkqFRyNUWo | 06 Aug 2017

AI Learns Semantic Style Transfer | Two Minute Papers #177

The paper "Visual Attribute Transfer through Deep Image Analogy" and its source code is available here: https://arxiv.org/pdf/1705.01088.pdf https://github.com/msracver/Deep-Image-Analogy WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1895653/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Elastoplastic Hair and Cloth Simulations | Two Minute Papers #176

RygQnpQMdPI | 02 Aug 2017

Elastoplastic Hair and Cloth Simulations | Two Minute Papers #176

The paper "Anisotropic Elastoplasticity for Cloth, Knit and Hair Frictional Contact" is available here: http://www.math.ucla.edu/~jteran/papers/JGT17.pdf http://dl.acm.org/citation.cfm?id=3073623 Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Orenstein, Steef, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-791886/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Animating Elastic Rods With Sound | Two Minute Papers #175

6c2T2cykE_A | 30 Jul 2017

Animating Elastic Rods With Sound | Two Minute Papers #175

The paper "Animating Elastic Rods with Sound" is available here: https://www.cs.cornell.edu/projects/rodsound/ Watch the original video with the sound samples here: https://www.youtube.com/watch?v=ePySSLiyghs WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Orenstein, Steef, Sunil Kim, Torsten Reil, VR Wizard. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1681565/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Interactive Green-Screen Keying | Two Minute Papers #174

343n8xwozJI | 27 Jul 2017

Interactive Green-Screen Keying | Two Minute Papers #174

The paper "Interactive High-Quality Green-Screen Keying via Color Unmixing" is available here: http://people.inf.ethz.ch/aksoyy/keying/ Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Orenstein, Steef, Sunil Kim, Torsten Reil, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://flic.kr/p/RiCCF2 Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Refocusing Videos With Neural Networks | Two Minute Papers #173

EGnbAgbRIh4 | 23 Jul 2017

Refocusing Videos With Neural Networks | Two Minute Papers #173

The paper "Light Field Video Capture Using a Learning-Based Hybrid Imaging System" and its implementation is available here: https://arxiv.org/abs/1705.02997 https://github.com/junyanz/light-field-video Recommended for you: Amazing Slow Motion Videos With Optical Flow - https://www.youtube.com/watch?v=7aLda2E0Yyg Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Orenstein, Steef, Sunil Kim, Torsten Reil, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-272263/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Phace: Physics-based Face Modeling and Animation | Two Minute Papers #172

twWHwVaBfM8 | 19 Jul 2017

Phace: Physics-based Face Modeling and Animation | Two Minute Papers #172

The paper "Phace: Physics-based Face Modeling and Animation" is available here: http://lgg.epfl.ch/publications/2017/Phace/index.php Our Patreon page: https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Orenstein, Sunil Kim, Torsten Reil, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-984031/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Real-Time Hair Rendering With Deep Opacity Maps | Two Minute Papers #171

7x2UvvD48Fw | 16 Jul 2017

Real-Time Hair Rendering With Deep Opacity Maps | Two Minute Papers #171

The paper "Deep Opacity Maps" is available here: http://www.cemyuksel.com/research/deepopacity/ Unofficial implementation: http://prideout.net/blog/?p=69 Recommended for you: The Dunning-Kruger Effect - https://www.youtube.com/watch?v=4Y7RIAgOpn0 Are We Living In a Computer Simulation? - https://www.youtube.com/watch?v=ATN9oqMF_qk Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Orenstein, Sunil Kim, Torsten Reil, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1853957/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Visualizing Fluid Flow With Clebsch Maps | Two Minute Papers #170

HUFh8cEDeII | 12 Jul 2017

Visualizing Fluid Flow With Clebsch Maps | Two Minute Papers #170

The paper "Inside Fluids: Clebsch Maps for Visualization and Processing" and its source code are available here: http://multires.caltech.edu/pubs/Clebsch.pdf http://multires.caltech.edu/pubs/ClebschCodes.zip Recommended for you: Schrödinger's Smoke - https://www.youtube.com/watch?v=heY2gfXSHBo Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Orenstein, Sunil Kim, Torsten Reil, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2427263/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

AI Learns Visual Common Sense With New Dataset | Two Minute Papers #169

XgB3Xg5st2U | 09 Jul 2017

AI Learns Visual Common Sense With New Dataset | Two Minute Papers #169

The paper "The "something something" video database for learning and evaluating visual common sense" is available here: https://arxiv.org/abs/1706.04261 Source for the video results: https://medium.com/@raghavgoyal14/7383596f58df Recommended for you: Recurrent Neural Network Writes Sentences About Images - https://www.youtube.com/watch?v=e-WB4lfg30M Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Michael Orenstein, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-569070/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

DeepMind's AI Learns Superhuman Relational Reasoning | Two Minute Papers #168

vzg5Qe0pTKk | 06 Jul 2017

DeepMind's AI Learns Superhuman Relational Reasoning | Two Minute Papers #168

The paper "A simple neural network module for relational reasoning" is available here: https://arxiv.org/abs/1706.01427 Details on our Patreon page: https://www.patreon.com/TwoMinutePapers More on Long Short-Term Memory: Recurrent Neural Network Writes Music and Shakespeare Novels - https://www.youtube.com/watch?v=Jkkjy7dVdaY Recurrent Neural Network Writes Sentences About Images - https://www.youtube.com/watch?v=e-WB4lfg30M Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-674828/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Text-based Editing of Audio Narration | Two Minute Papers #167

ldO7RD3s4_s | 03 Jul 2017

Text-based Editing of Audio Narration | Two Minute Papers #167

The paper "VoCo: Text-based Insertion and Replacement in Audio Narration" is available here: http://gfx.cs.princeton.edu/pubs/Jin_2017_VTI/ Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1109588/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Efficient Yarn-based Cloth Simulations | Two Minute Papers #166

oltKUPTBz9Q | 28 Jun 2017

Efficient Yarn-based Cloth Simulations | Two Minute Papers #166

The paper "Efficient Yarn-based Cloth with Adaptive Contact Linearization" is available here: https://www.cs.cornell.edu/projects/YarnCloth/ https://www.cs.cornell.edu/projects/YarnCloth/sg10_acl.pdf Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Kaben Gabriel Nanlohy, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1142179/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Iridescent Light Simulations | Two Minute Papers #165

SauCsNkGr-E | 24 Jun 2017

Iridescent Light Simulations | Two Minute Papers #165

The paper "A Practical Extension to Microfacet Theory for the Modeling of Varying Iridescence" and its source code is available here: https://belcour.github.io/blog/research/2017/05/01/brdf-thin-film.html Additional reading: 1. http://www.care2.com/greenliving/amazing-iridescent-fruit-worlds-most-intense-color.html 2. https://academy.allaboutbirds.org/how-birds-make-colorful-feathers/ 3. http://www.cam.ac.uk/research/news/african-fruit-brightest-thing-in-nature-but-does-not-use-pigment-to-create-its-extraordinary-colour Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2139279/ Pollia condensata fruit image credit: Silvia Vignolini - http://www.cam.ac.uk/research/news/african-fruit-brightest-thing-in-nature-but-does-not-use-pigment-to-create-its-extraordinary-colour Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Simulating Cuts On Virtual Bodies | Two Minute Papers #164

R5t74AC6I0A | 21 Jun 2017

Simulating Cuts On Virtual Bodies | Two Minute Papers #164

The paper "Robust eXtended Finite Elements for Complex Cutting of Deformables" is available here: https://www.animation.rwth-aachen.de/publication/0551/ https://animation.rwth-aachen.de/media/papers/2017-SIGGRAPH-XFEM.pdf Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-185456/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

DeepMind's AI Creates Images From Your Sentences | Two Minute Papers #163

9bcbh2hC7Hw | 17 Jun 2017

DeepMind's AI Creates Images From Your Sentences | Two Minute Papers #163

The paper "Parallel Multiscale Autoregressive Density Estimation" is available here: https://arxiv.org/pdf/1703.03664.pdf Our Patreon page: https://www.patreon.com/TwoMinutePapers Scott Reed's results: https://twitter.com/scott_e_reed/status/841099231666544640 https://twitter.com/scott_e_reed/status/841098907887235076 The older work, PixelCNN is available here: https://arxiv.org/pdf/1606.05328.pdf Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1208035/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Style Transfer For Fluid Simulations | Two Minute Papers #162

wlAgyf_e-hA | 14 Jun 2017

Style Transfer For Fluid Simulations | Two Minute Papers #162

The paper "Stylized Keyframe Animation of Fluid Simulations" is available here: http://gfx.cs.princeton.edu/pubs/Browning_2014_SKA/index.php Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1330662/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

AI Learns To Create User Interfaces (pix2code) | Two Minute Papers #161

Fevg4aowNyc | 10 Jun 2017

AI Learns To Create User Interfaces (pix2code) | Two Minute Papers #161

The paper "pix2code: Generating Code from a Graphical User Interface Screenshot" is available here: https://arxiv.org/abs/1705.07962 https://github.com/tonybeltramelli/pix2code Recommended for you: Recurrent Neural Network Writes Music and Shakespeare Novels - https://www.youtube.com/watch?v=Jkkjy7dVdaY Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credits: https://pixabay.com/photo-583839/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Simulating Wet Sand | Two Minute Papers #160

4Df_BluxwkU | 08 Jun 2017

Simulating Wet Sand | Two Minute Papers #160

The paper "Multi-species simulation of porous sand and water mixtures" is available here: http://web.cs.ucla.edu/~cffjiang/research/wetsand/wetsand_siggraph17.pdf Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ If you're looking for some additional amusement: 1. An even slower motion version of the main scene: https://twitter.com/karoly_zsolnai/status/872497135287140353 2. Watch the citation ("Source: [...]") at the bottom left throughout the video. WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-192988/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Algorithmic Beautification of Selfies | Two Minute Papers #159

UjuBLS15JqM | 05 Jun 2017

Algorithmic Beautification of Selfies | Two Minute Papers #159

The paper "Perspective-aware Manipulation of Portrait Photos" and its demo is available here: http://gfx.cs.princeton.edu/pubs/Fried_2016_PMO/index.php http://faces.cs.princeton.edu/ Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-465563/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Simulating Honey Coiling | Two Minute Papers #158

ZEjUqZU1hNQ | 31 May 2017

Simulating Honey Coiling | Two Minute Papers #158

The paper "Variational Stokes: A Unified Pressure-Viscosity Solver for Accurate Viscous Liquids" is available here: https://cs.uwaterloo.ca/~elariono/stokes/index.html Recommended for you: Simulating Viscosity and Melting Fluids - https://www.youtube.com/watch?v=KgIrnR2O8KQ Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1006972/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Designing Decorative Joinery for Furniture | Two Minute Papers #157

5vpklJw7uL0 | 28 May 2017

Designing Decorative Joinery for Furniture | Two Minute Papers #157

The paper "Interactive Design and Stability Analysis of Decorative Joinery for Furniture" is available here: https://jiaxianyao.github.io/joinery/ Note: SketchUp is no longer owned by Google and is now called SketchUp 3D. Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Self-Illuminating Explosions | Two Minute Papers #156

jDxsGW5KUP0 | 24 May 2017

Self-Illuminating Explosions | Two Minute Papers #156

The paper "Lighting Grid Hierarchy for Self-illuminating Explosions" is available here: http://www.cemyuksel.com/research/lgh/ Rendering course at the Technical University of Vienna: https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi Our light transport-related episodes: https://www.youtube.com/playlist?list=PLujxSBD-JXgk1hb8lyu6sTYsLL39r_3bG Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ If you don't mind, make sure to send us a picture of yourself with a piece of merch! WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2262295/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Simulating Liquid-Hair Interactions | Two Minute Papers #155

ugdciqeOPeM | 20 May 2017

Simulating Liquid-Hair Interactions | Two Minute Papers #155

Our Patreon page: https://www.patreon.com/TwoMinutePapers The paper "A Multi-Scale Model for Simulating Liquid-Hair Interactions", and its source code is available here: http://www.cs.columbia.edu/cg/liquidhair/ Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-697927/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Real-Time Character Control With Phase-Functioned Neural Networks | Two Minute Papers #154

wlndIQHtiFw | 17 May 2017

Real-Time Character Control With Phase-Functioned Neural Networks | Two Minute Papers #154

The paper "Phase-Functioned Neural Networks for Character Control" is available here: http://theorangeduck.com/page/phase-functioned-neural-networks-character-control Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1835354/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Digital Creatures Learn to Navigate in 3D | Two Minute Papers #153

2vnLBb18MuQ | 14 May 2017

Digital Creatures Learn to Navigate in 3D | Two Minute Papers #153

The paper "DeepLoco: Dynamic Locomotion Skills Using Hierarchical Deep Reinforcement Learning" is available here: http://www.cs.ubc.ca/~van/papers/2017-TOG-deepLoco/index.html Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1505714/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

AI Learns to Synthesize Pictures of Animals | Two Minute Papers #152

D4C1dB9UheQ | 10 May 2017

AI Learns to Synthesize Pictures of Animals | Two Minute Papers #152

Our Patreon page is available here. Thanks so much for your generous support! https://www.patreon.com/TwoMinutePapers The paper "Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks" and its source code is available here: https://junyanz.github.io/CycleGAN/ Our earlier episodes on regularization: https://www.youtube.com/watch?v=6aF9sJrzxaM https://www.youtube.com/watch?v=HTUxsrO-P_8 Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Daniel John Benton, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2042765/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

An Efficient Scattering Material Representation | Two Minute Papers #151

oleylS5XGpg | 06 May 2017

An Efficient Scattering Material Representation | Two Minute Papers #151

The paper "Downsampling Scattering Parameters for Rendering Anisotropic Media" and its source code is available here: https://shuangz.com/projects/multires-sa16/ Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Daniel John Benton, Dave Rushton-Smith, Dennis Abts, e, Esa Turkulainen, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1747666/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Deep Photo Style Transfer | Two Minute Papers #150

HTUxsrO-P_8 | 03 May 2017

Deep Photo Style Transfer | Two Minute Papers #150

The paper "Deep Photo Style Transfer" is and its source code is available here: https://arxiv.org/pdf/1703.07511.pdf https://github.com/luanfujun/deep-photo-styletransfer One more different implementation: https://github.com/martinbenson/deep-photo-styletransfer Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Distill: http://distill.pub/ Distill article on research debt: http://distill.pub/2017/research-debt/ Recommended for you: How Do Neural Networks See The World? - https://www.youtube.com/watch?v=hBobYd8nNtQ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Daniel John Benton, Dave Rushton-Smith, e, Esa Turkulainen, Michael Albrecht, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1598418/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

AI Creates 3D Models From Faces | Two Minute Papers #149

u9UUWqVquXo | 30 Apr 2017

AI Creates 3D Models From Faces | Two Minute Papers #149

The paper "Photorealistic Facial Texture Inference Using Deep Neural Networks" is available here: http://www.hao-li.com/Hao_Li/Hao_Li_-_publications.html http://arxiv.org/pdf/1612.00523v1.pdf Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Earlier episode on texture synthesis: https://www.youtube.com/watch?v=8u3Hkbev2Gg PatchMatch: https://www.youtube.com/watch?v=n3aoc36V8LM WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Daniel John Benton, Dave Rushton-Smith, Esa Turkulainen, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1961529/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

AI Learns Geometric Descriptors From Depth Images | Two Minute Papers #148

1U3YKnuMS7g | 27 Apr 2017

AI Learns Geometric Descriptors From Depth Images | Two Minute Papers #148

The paper "3DMatch: Learning Local Geometric Descriptors from RGB-D Reconstructions" is available here: http://3dmatch.cs.princeton.edu/ Recommended for you: Our earlier episode on Siamese networks - https://www.youtube.com/watch?v=a3sgFQjEfp4 WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Daniel John Benton, Dave Rushton-Smith, Esa Turkulainen, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Awesome Two Minute Papers merch: http://twominutepapers.com/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1851258/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Semantic Scene Completion From One Depth Image | Two Minute Papers #147

8YWgar0uCF8 | 23 Apr 2017

Semantic Scene Completion From One Depth Image | Two Minute Papers #147

The paper "Semantic Scene Completion from a Single Depth Image" is available here: http://sscnet.cs.princeton.edu/ Recommended for you: How Does Deep Learning Work? - https://www.youtube.com/watch?v=He4t7Zekob0 Artificial Neural Networks and Deep Learning - https://www.youtube.com/watch?v=rCWTOOgVXyE WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Daniel John Benton, Dave Rushton-Smith, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Awesome Two Minute Papers merch: http://twominutepapers.com/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2225414/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Real-Time Modeling and Animation of Climbing Plants | Two Minute Papers #146

aAsejHZC5EE | 19 Apr 2017

Real-Time Modeling and Animation of Climbing Plants | Two Minute Papers #146

Two Minute Papers on Patreon + our technical memos: https://www.patreon.com/TwoMinutePapers https://www.patreon.com/TwoMinutePapers/posts?tag=what%27s%20new The paper "Interactive Modeling and Authoring of Climbing Plants" is available here: http://www.pirk.info/projects/climbing_plants/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Daniel John Benton, Dave Rushton-Smith, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Awesome Two Minute Papers merch: http://twominutepapers.com/ Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-413686/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Controllable Fluid and Smoke Simulations | Two Minute Papers #145

lxNEWuO6xQk | 15 Apr 2017

Controllable Fluid and Smoke Simulations | Two Minute Papers #145

The paper "Primal-Dual Optimization for Fluids" is available here: http://www.ntoken.com/pubs.html An introduction to fluid simulations and fluid control with source code, both CPU and GPU (OpenCL): 1. https://users.cg.tuwien.ac.at/zsolnai/gfx/fluid_control_msc_thesis/ 2. https://users.cg.tuwien.ac.at/zsolnai/gfx/real_time_fluid_control_eg/ Doyub Kim's book on fluid simulations, with source code: http://doyub.com/ https://twitter.com/doyub?lang=en The first Two Minute Papers episode on Wavelet Turbulence: https://www.youtube.com/watch?v=5xLSbj5SsSE WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Daniel John Benton, Dave Rushton-Smith, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1632785/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

On-the-Fly 3D Printing While Modeling | Two Minute Papers #144

lf3ViWEeKqc | 12 Apr 2017

On-the-Fly 3D Printing While Modeling | Two Minute Papers #144

The paper "On-the-Fly Print: Incremental Printing While Modeling" is available here: http://www.huaishu.me/projects/on-the-fly.html http://www.cs.cornell.edu/projects/wireprint/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Daniel John Benton, Dave Rushton-Smith, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Real-Time Oil Painting on Mobile | Two Minute Papers #143

1SHW1-qKKpY | 09 Apr 2017

Real-Time Oil Painting on Mobile | Two Minute Papers #143

The paper "Real-Time Oil Painting on Mobile Hardware" is available here: http://graphics.cs.kuleuven.be/publications/SD2016RTOPOMH/index.html In addition: It is mentioned that mobile devices typically have a lower resolution display than desktop computers. While this is true, a more important limiting factor is screen real estate, and the fact that a resolution of the simulation is significantly lower on a phone given the vast differences in processing power. These are challenging limitations that are difficult to overcome. WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Daniel John Benton, Dave Rushton-Smith, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credits: https://pixabay.com/photo-1125445/ https://pixabay.com/photo-1138275/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Instant 3D Floorplans From Your Photos | Two Minute Papers #142

UBORpapdAfU | 05 Apr 2017

Instant 3D Floorplans From Your Photos | Two Minute Papers #142

The paper "Rent3D: Floor-Plan Priors for Monocular Layout Estimation" is available here: http://www.cs.toronto.edu/~fidler/projects/rent3D.html http://www.cs.toronto.edu/~urtasun/publications/liu_etal_cvpr15.pdf Followup paper - HouseCraft: http://www.cs.toronto.edu/housecraft/ https://github.com/chuhang/HouseCraft WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Daniel John Benton, Dave Rushton-Smith, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-354233/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Geometric Detail Transfer | Two Minute Papers #141

wz9cUncBdxw | 02 Apr 2017

Geometric Detail Transfer | Two Minute Papers #141

The paper "Learning Detail Transfer based on Geometric Features" is available here: http://www.chongyangma.com/publications/ld/index.html The story of our recent software and hardware overhaul: https://www.patreon.com/posts/software-and-8622149 WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Daniel John Benton, Dave Rushton-Smith, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1853203/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Modeling Knitted Clothing | Two Minute Papers #140

UEPbzj-ekAI | 29 Mar 2017

Modeling Knitted Clothing | Two Minute Papers #140

The paper "Stitch Meshes for Modeling Knitted Clothing with Yarn-level Detail" is available here: http://www.cs.cornell.edu/projects/stitchmeshes/ http://www.cemyuksel.com/research/stitchmeshes/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Claudio Fernandes, Daniel John Benton, Dave Rushton-Smith, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-2042186/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Structural Image Editing With PatchMatch | Two Minute Papers #139

n3aoc36V8LM | 27 Mar 2017

Structural Image Editing With PatchMatch | Two Minute Papers #139

The paper "PatchMatch: A Randomized Correspondence Algorithm for Structural Image Editing" and part of its source code is available here: http://gfx.cs.princeton.edu/gfx/pubs/Barnes_2009_PAR/index.php Additional, unofficial implementations: https://github.com/ikuwow/PatchMatch https://github.com/rcrandall/PatchMatch WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Claudio Fernandes, Daniel John Benton, Dave Rushton-Smith, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image source: https://pixabay.com/photo-1594689/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Shape2vec: Understanding 3D Shapes With AI | Two Minute Papers #138

bB54Wz4kq0E | 22 Mar 2017

Shape2vec: Understanding 3D Shapes With AI | Two Minute Papers #138

The paper "Shape2Vec: semantic-based descriptors for 3D shapes, sketches and images" is available here: http://www.cl.cam.ac.uk/research/rainbow/projects/shape2vec/ Code (coming soon according to the authors): https://github.com/ftasse/Shape2Vec WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Claudio Fernandes, Daniel John Benton, Dave Rushton-Smith, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1828007/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Space-Time Video Completion | Two Minute Papers #137

YWK-bnyXvbg | 19 Mar 2017

Space-Time Video Completion | Two Minute Papers #137

The paper "Space-Time Video Completion" is available here: http://www.wisdom.weizmann.ac.il/~vision/VideoCompletion.html Unofficial implementation: http://www2.mta.ac.il/~tal/ImageCompletion/ Disclaimer: as the website mentioned the source code, I incorrectly assumed that it also contains that. Unfortunately, this is not the case. Please have a look at this followup paper with source code, hopefully this will be of help - http://perso.telecom-paristech.fr/~gousseau/video_inpainting/ In the meantime, if you find an implementation of this technique, please let me know and I'll add a link to it here. WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Claudio Fernandes, Daniel John Benton, Dave Rushton-Smith, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-790220/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Stable Neural Style Transfer | Two Minute Papers #136

8u3Hkbev2Gg | 15 Mar 2017

Stable Neural Style Transfer | Two Minute Papers #136

The paper "Stable and Controllable Neural Texture Synthesis and Style Transfer Using Histogram Losses" is available here: https://arxiv.org/abs/1701.08893 Texture synthesis survey: http://www-sop.inria.fr/reves/Basilic/2009/WLKT09/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Claudio Fernandes, Daniel John Benton, Dave Rushton-Smith, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1138294/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Breaking DeepMind's Game AI System | Two Minute Papers #135

QFu0vZgMcqk | 12 Mar 2017

Breaking DeepMind's Game AI System | Two Minute Papers #135

Our Patreon page is available here: https://www.patreon.com/TwoMinutePapers The paper "Adversarial Attacks on Neural Network Policies" is available here: http://rll.berkeley.edu/adversarial/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Claudio Fernandes, Daniel John Benton, Dave Rushton-Smith, Sunil Kim, VR Wizard. https://www.patreon.com/TwoMinutePapers Recommended for you: Breaking Deep Learning Systems With Adversarial Examples - https://www.youtube.com/watch?v=j9FLOinaG94 Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Antarctica by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1837125/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Automatic Creation of Sketch Tutorials | Two Minute Papers #134

brs1qCDzRdk | 08 Mar 2017

Automatic Creation of Sketch Tutorials | Two Minute Papers #134

The paper "How2Sketch: Generating Easy-To-Follow Tutorials for Sketching 3D Objects" is available here: http://geometry.cs.ucl.ac.uk/projects/2017/how2sketch/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Claudio Fernandes, Daniel John Benton, Dave Rushton-Smith, Sunil Kim. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1582108/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

AI Makes Stunning Photos From Your Drawings (pix2pix) | Two Minute Papers #133

u7kQ5lNfUfg | 05 Mar 2017

AI Makes Stunning Photos From Your Drawings (pix2pix) | Two Minute Papers #133

Online demo of pix2pix (try drawing there!): https://affinelayer.com/pixsrv/ The paper "Image-to-Image Translation with Conditional Adversarial Nets" and its source code is available here: https://phillipi.github.io/pix2pix/ Twitter: https://twitter.com/search?vertical=default&q=pix2pix&src=typd More amusing results: http://www.neogaf.com/forum/showthread.php?t=1346254&page=1 http://thechive.com/2017/02/22/this-drawing-to-image-machine-is-made-of-nightmares-17-photos/ Recommended for you: Image Editing with Generative Adversarial Networks - https://www.youtube.com/watch?v=pqkpIfu36Os WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Claudio Fernandes, Daniel John Benton, Dave Rushton-Smith, Sunil Kim. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-408746/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Real-Time Fiber-Level Cloth Rendering | Two Minute Papers #132

JzOc_NNY_zY | 01 Mar 2017

Real-Time Fiber-Level Cloth Rendering | Two Minute Papers #132

The paper "Real-time Fiber-level Cloth Rendering" is available here: http://www.cs.utah.edu/~kwu/rtfr.html WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Claudio Fernandes, Daniel John Benton, Dave Rushton-Smith, Sunil Kim. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credits: https://pixabay.com/photo-1856679/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Shape and Material from Video | Two Minute Papers #131

ZUa5sNVSjGw | 26 Feb 2017

Shape and Material from Video | Two Minute Papers #131

The paper "Recovering Shape and Spatially-Varying Surface Reflectance under Unknown Illumination" is available here: http://www.cs.wm.edu/~ppeers/showPublication.php?id=Xia:2016:RSS WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Claudio Fernandes, Daniel John Benton, Dave Rushton-Smith, Sunil Kim. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://www.flickr.com/photos/8143264@N08/4946656511/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Learning to Fill Holes in Images | Two Minute Papers #130

psOPu3TldgY | 22 Feb 2017

Learning to Fill Holes in Images | Two Minute Papers #130

The paper "Scene Completion Using Millions of Photographs" is available here: http://graphics.cs.cmu.edu/projects/scene-completion/scene-completion.pdf WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Claudio Fernandes, Daniel John Benton, Dave Rushton-Smith, Sunil Kim. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1984308/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

AI Builds 3D Models From Images With a Twist | Two Minute Papers #129

kf-KViOuktc | 19 Feb 2017

AI Builds 3D Models From Images With a Twist | Two Minute Papers #129

The paper "IM2CAD" is available here: http://homes.cs.washington.edu/~izadinia/im2cad.html LSUN Challenge datasets: http://lsun.cs.princeton.edu/2016/ More related papers are available here: http://www.cs.toronto.edu/~fidler/projects/rent3D.html http://web.engr.illinois.edu/~slazebni/publications/iccv15_informative.pdf http://ieeexplore.ieee.org/document/6619238/?reload=true WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Daniel John Benton, Dave Rushton-Smith. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-389254/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Digital Creatures Learn to Cooperate | Two Minute Papers #128

LmYKfU5O_NA | 16 Feb 2017

Digital Creatures Learn to Cooperate | Two Minute Papers #128

The paper "Discovery of complex behaviors through contact-invariant optimization" is available here: http://homes.cs.washington.edu/~todorov/papers/MordatchSIGGRAPH12.pdf http://homes.cs.washington.edu/~todorov/papers.html Our earlier episode on optimization: https://www.youtube.com/watch?v=1ypV5ZiIbdA Our technical write-up on our video rendering pipeline changes is available here: https://www.patreon.com/posts/improvements-for-7607896 WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Daniel John Benton, Dave Rushton-Smith. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-768641/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

How Do Hollywood Movies Render Smoke? | Two Minute Papers #127

XbuEYcFfl6s | 13 Feb 2017

How Do Hollywood Movies Render Smoke? | Two Minute Papers #127

The paper "Importance Sampling Techniques for Path Tracing in Participating Media" is available here: https://www.solidangle.com/research/egsr2012_volume.pdf Implementation in 2k (binary + video without code): https://users.cg.tuwien.ac.at/zsolnai/gfx/volumetric-path-tracing-with-equiangular-sampling-in-2k/ Solid Angle (Arnold renderer) webpage + Oscar award headline: https://www.solidangle.com/ https://www.solidangle.com/news/2017-scitech-award/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Daniel John Benton, Dave Rushton-Smith. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Rendered scene credits: Bedroom - http://www.blendswap.com/blends/view/17385 Skin - http://www.blendswap.com/blends/view/84082 Shadertoy - https://www.shadertoy.com/view/lsV3zV Thumbnail background image credit: https://pixabay.com/photo-690293/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Fast Photorealistic Fur and Hair With Cone Tracing | Two Minute Papers #126

-all65C-dh0 | 08 Feb 2017

Fast Photorealistic Fur and Hair With Cone Tracing | Two Minute Papers #126

Our Twitter feed is available here: https://twitter.com/karoly_zsolnai The paper "Cone Tracing for Furry Object Rendering" is available here: http://gaps-zju.org/mlchai/resources/qin2014cone.pdf http://gaps-zju.org/mlchai/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Daniel John Benton, Dave Rushton-Smith. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-640498/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Game AI Development With OpenAI Universe | Two Minute Papers #125

vaFhLAbPi8w | 05 Feb 2017

Game AI Development With OpenAI Universe | Two Minute Papers #125

OpenAI Universe + blog post: https://openai.com/blog/universe/ https://universe.openai.com/ Also, make sure to check out Google DeepMind's lab: https://github.com/deepmind/lab https://deepmind.com/blog/open-sourcing-deepmind-lab/ For the record: no, I am not an Edge user. :) Terrain learning footage credit: http://www.cs.ubc.ca/~van/papers/2016-TOG-deepRL/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Daniel John Benton, Dave Rushton-Smith. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-821568/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Enhance! Super Resolution From Google | Two Minute Papers #124

WovbLx8C0yA | 01 Feb 2017

Enhance! Super Resolution From Google | Two Minute Papers #124

The paper "RAISR: Rapid and Accurate Image Super Resolution" is available here: https://arxiv.org/abs/1606.01299 Additional supplementary materials: https://drive.google.com/file/d/0BzCe024Ewz8ab2RKUFVFZGJ4OWc/view Blog posts: https://research.googleblog.com/2016/11/enhance-raisr-sharp-images-with-machine.html https://www.blog.google/products/google-plus/saving-you-bandwidth-through-machine-learning/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Image credits: Super resolution - https://en.wikipedia.org/wiki/Super-resolution_imaging https://commons.wikimedia.org/wiki/File:An_example_of_super_resolution_with_still_RAW_photo..jpg Image inpainting - http://www.cs.toronto.edu/~mangas/teaching/320/assignments/a2/ http://cimg.eu/greycstoration/demonstration.shtml Thumbnail background image credit: https://pixabay.com/photo-1844081/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Large-Scale Fluid Simulations On Your Graphics Card | Two Minute Papers #123

Yd4blFeRTEw | 29 Jan 2017

Large-Scale Fluid Simulations On Your Graphics Card | Two Minute Papers #123

The paper "A scalable Schur-complement fluids solver for heterogeneous compute platforms" is available here: http://graphics.cs.wisc.edu/Papers/2016/LMAS16/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit: https://pixabay.com/photo-1913559/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

AI Makes 3D Models From Photos | Two Minute Papers #122

HO1LYJb818Q | 25 Jan 2017

AI Makes 3D Models From Photos | Two Minute Papers #122

The paper "Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling" and its source code is available here: http://3dgan.csail.mit.edu/ https://arxiv.org/pdf/1610.07584v2.pdf More about generative adversarial networks (and some explanations): Image Editing with Generative Adversarial Networks - https://www.youtube.com/watch?v=pqkpIfu36Os Image Synthesis From Text With Deep Learning - https://www.youtube.com/watch?v=rAbhypxs1qQ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail image background credit: https://pixabay.com/photo-881120/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Text Style Transfer | Two Minute Papers #121

MtWtY4DdiWs | 21 Jan 2017

Text Style Transfer | Two Minute Papers #121

The paper "Awesome Typography: Statistics-Based Text Effects Transfer" is available here: https://arxiv.org/abs/1611.09026 Recommended for you: Artistic Style Transfer For Videos - https://www.youtube.com/watch?v=Uxax5EKg0zA WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail image credit: https://pixabay.com/photo-851328/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Deep Learning Program Hallucinates Videos | Two Minute Papers #120

oitGRdHFNWw | 17 Jan 2017

Deep Learning Program Hallucinates Videos | Two Minute Papers #120

The paper "Generating Videos with Scene Dynamics" and its source code, and a pre-trained network is available here: http://web.mit.edu/vondrick/tinyvideo/ Recommended for you: Image Synthesis From Text With Deep Learning - https://www.youtube.com/watch?v=rAbhypxs1qQ What is an Autoencoder? - https://www.youtube.com/watch?v=Rdpbnd0pCiI Hallucinating Images With Deep Learning - https://www.youtube.com/watch?v=hnT-P3aALVE WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail image credit: https://pixabay.com/photo-1751455/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Amazing Slow Motion Videos With Optical Flow | Two Minute Papers #119

7aLda2E0Yyg | 11 Jan 2017

Amazing Slow Motion Videos With Optical Flow | Two Minute Papers #119

The paper "An Iterative Image Registration Technique with an Application to Stereo Vision" is available here: http://cseweb.ucsd.edu/classes/sp02/cse252/lucaskanade81.pdf Our earlier episode on extrapolation: https://www.youtube.com/watch?v=AHl2JjGsu0s WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Other video credits: Simulating Viscosity and Melting Fluids - https://www.youtube.com/watch?v=KgIrnR2O8KQ&list=PLujxSBD-JXgnnd16wIjedAcvfQcLw0IJI Modeling Colliding and Merging Fluids - https://www.youtube.com/watch?v=uj8b5mu0P7Y&list=PLujxSBD-JXgnnd16wIjedAcvfQcLw0IJI Multiphase Fluid Simulations - https://www.youtube.com/watch?v=cUWDeDRet4c&list=PLujxSBD-JXgnnd16wIjedAcvfQcLw0IJI Thumbnail background image credit: https://pixabay.com/photo-1032741/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Neural Network Learns The Physics of Fluids and Smoke | Two Minute Papers #118

iOWamCtnwTc | 08 Jan 2017

Neural Network Learns The Physics of Fluids and Smoke | Two Minute Papers #118

The paper "Accelerating Eulerian Fluid Simulation With Convolutional Networks" and its source code is available here: http://cims.nyu.edu/~schlacht/CNNFluids.htm https://users.cg.tuwien.ac.at/zsolnai/accelerating-eulerian-fluid-simulation-convolutional-networks/ https://github.com/google/FluidNet The mentioned previous work has used an SPH-based Lagrangian simulation, performed the regression with regression forests, and the process also has included a fair amount of feature engineering. It is an excellent piece of work by the name "Data-driven Fluid Simulations using Regression Forests" and is a highly recommended read: https://www.inf.ethz.ch/personal/ladickyl/fluid_sigasia15.pdf https://www.youtube.com/watch?v=kGB7Wd9CudA Video credits: Surface-Only Liquids - https://www.youtube.com/watch?v=-rf_MDh-FiE&list=PLujxSBD-JXgnnd16wIjedAcvfQcLw0IJI Schrödinger's Smoke - https://www.youtube.com/watch?v=heY2gfXSHBo&list=PLujxSBD-JXgnnd16wIjedAcvfQcLw0IJI Thumbnail image background credit: https://pixabay.com/photo-889131/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Stunning Video Game Graphics With Voxel Cone Tracing (VXGI) | Two Minute Papers #117

dQSzmngTbtw | 04 Jan 2017

Stunning Video Game Graphics With Voxel Cone Tracing (VXGI) | Two Minute Papers #117

The paper "Interactive Indirect Illumination Using Voxel Cone Tracing" is available here: https://research.nvidia.com/publication/interactive-indirect-illumination-using-voxel-cone-tracing Implementations (without highlighting a particular one): https://goo.gl/AZeWAU Our post on Patreon on improvements you can expect from Two Minute Papers in 2017: https://www.patreon.com/posts/improvements-for-7607896 Rendering course at the TU Wien: https://www.youtube.com/watch?v=pjc1QAI6zS0&list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail image credit: https://pixabay.com/photo-1872196/ Video credits: BR34K - https://www.youtube.com/watch?v=h1hdAQQ3-Ck NVIDIA, Byzantos - https://www.youtube.com/watch?v=cH2_RkfStSk Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Image Synthesis From Text With Deep Learning | Two Minute Papers #116

rAbhypxs1qQ | 29 Dec 2016

Image Synthesis From Text With Deep Learning | Two Minute Papers #116

The paper "StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks" is available here: https://arxiv.org/abs/1612.03242 Source code for this project is also available here: https://github.com/hanzhanggit/StackGAN We have a Patreon post on the improvements you can expect from Two Minute Papers in 2017. Lots of goodies behind the link, have a look! https://www.patreon.com/posts/7607896 Our previous episode on Recurrent Neural Networks: https://www.youtube.com/watch?v=Jkkjy7dVdaY Recurrent Neural Network Writes Sentences About Images: https://www.youtube.com/watch?v=e-WB4lfg30M WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credit - https://pixabay.com/photo-1616713/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Crumpling Sound Synthesis | Two Minute Papers #115

PMSV7CjBuZI | 17 Dec 2016

Crumpling Sound Synthesis | Two Minute Papers #115

The paper "Crumpling Sound Synthesis" is available here: http://www.cs.columbia.edu/cg/crumpling/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

3D Printing Flexible Shells For Molding | Two Minute Papers #114

j7XWCCvBrwU | 14 Dec 2016

3D Printing Flexible Shells For Molding | Two Minute Papers #114

The paper "FlexMolds: Automatic Design of Flexible Shells for Molding" is available here: http://vcg.isti.cnr.it/Publications/2016/MPBC16/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Multiphase Fluid Simulations | Two Minute Papers #113

cUWDeDRet4c | 10 Dec 2016

Multiphase Fluid Simulations | Two Minute Papers #113

The paper "Multiphase SPH Simulation for Interactive Fluids and Solids" is available here: http://cg.cs.tsinghua.edu.cn/papers/SIG_2016_Multiphase.pdf http://cg.cs.tsinghua.edu.cn/research.htm WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credits - https://pixabay.com/photo-165192/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Precomputed Deformation Simulations | Two Minute Papers #112

tB0AVkPDDJU | 07 Dec 2016

Precomputed Deformation Simulations | Two Minute Papers #112

The paper "Expediting Precomputation for Reduced Deformable Simulation " is available here: http://www.cs.columbia.edu/cg/fastprecomp/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Sound Propagation With Bidirectional Path Tracing | Two Minute Papers #111

DzsZ2qMtEUE | 04 Dec 2016

Sound Propagation With Bidirectional Path Tracing | Two Minute Papers #111

The paper "Interactive Sound Propagation with Bidirectional Path Tracing" is available here: http://gaps-zju.org/bst/ Veach's paper on Multiple Importance Sampling: http://www.cs.jhu.edu/~misha/ReadingSeminar/Papers/Veach95.pdf http://dl.acm.org/citation.cfm?id=218498 I am also holding a full course on light transport simulations at the Technical University of Vienna. There is plenty of discussion on path tracing and bidirectional path tracing therein: https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ The thumbnail background image is courtesy of Wikimedia Commons - https://commons.wikimedia.org/wiki/File:Dubrovnik,_palazzo_sponza,_cortile_02.JPG Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Water Wave Simulation with Dispersion Kernels | Two Minute Papers #110

FeMSEaHR8aw | 01 Dec 2016

Water Wave Simulation with Dispersion Kernels | Two Minute Papers #110

The paper "Dispersion Kernels for Water Wave Simulation" is available here: http://www.gmrv.es/Publications/2016/CMTKPO16/ Recommended for you: Rocking Out With Convolutions - https://www.youtube.com/watch?v=JKYQOAZRZu4 Separable Subsurface Scattering - https://www.youtube.com/watch?v=72_iAlYwl0c WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ The thumbnail background image is taken from the corresponding paper (link available above). Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

3D Printing Acoustic Filters | Two Minute Papers #109

7JbN9vXxGYE | 27 Nov 2016

3D Printing Acoustic Filters | Two Minute Papers #109

The paper "Acoustic Voxels: Computational Optimization of Modular Acoustic Filters" is available here: http://www.cs.columbia.edu/cg/lego/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Synchronizing Animations To Sound | Two Minute Papers #108

aMo7pkkaZ9o | 23 Nov 2016

Synchronizing Animations To Sound | Two Minute Papers #108

The paper "Inverse-Foley Animation: Synchronizing rigid-body motions to sound" is available here: http://www.cs.cornell.edu/projects/Sound/ifa/ Recommended for you: Sound Synthesis for Fluids With Bubbles - https://www.youtube.com/watch?v=kwqme8mEgz4 Synthesizing Sound From Collisions - https://www.youtube.com/watch?v=rskdLEl05KI Visually Indicated Sounds - https://www.youtube.com/watch?v=flOevlA9RyQ What Do Virtual Objects Sound Like? - https://www.youtube.com/watch?v=ZaFqvM1IsP8 WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credits: https://commons.wikimedia.org/wiki/File:Spinning_top_(5448672388).jpg Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Deep Learning Program Simplifies Your Drawings | Two Minute Papers #107

4MfG9CDufPA | 19 Nov 2016

Deep Learning Program Simplifies Your Drawings | Two Minute Papers #107

The Ishikawa Watanabe Laboratory, the University of Tokyo laboratory has all rights to the materials shown in the video. The paper "Learning to Simplify: Fully Convolutional Networks for Rough Sketch Cleanup" and its online demo is available here: http://hi.cs.waseda.ac.jp/~esimo/en/research/sketch/ http://hi.cs.waseda.ac.jp:8081/ Recommended for you: Rocking Out With Convolutions - https://www.youtube.com/watch?v=JKYQOAZRZu4 Separable Subsurface Scattering - https://www.youtube.com/watch?v=72_iAlYwl0c WaveNet by Google DeepMind - https://www.youtube.com/watch?v=CqFIVCD1WWo WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Image credits: Bitmap and vector images (two of them): Wikipedia - https://en.wikipedia.org/wiki/Vector_graphics and https://en.wikipedia.org/wiki/Image_tracing Image resolution: Wikipedia - https://en.wikipedia.org/wiki/Image_resolution Vectorization: Wikipedia - https://en.wikipedia.org/wiki/Image_tracing Thumbnail background - https://pixabay.com/photo-1281718/ Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Human Pose Estimation With Deep Learning | Two Minute Papers #106

NnzzSkKKoa8 | 16 Nov 2016

Human Pose Estimation With Deep Learning | Two Minute Papers #106

The paper "Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Image" is available here: http://files.is.tue.mpg.de/black/papers/BogoECCV2016.pdf Welch Labs: Neural Networks Demystified - https://www.youtube.com/playlist?list=PLiaHhY2iBX9hdHaRr6b7XevZtgZRa1PoU Learning to See - https://www.youtube.com/playlist?list=PLiaHhY2iBX9ihLasvE8BKnS2Xg8AhY6iV Our earlier episode on optimization - https://www.youtube.com/watch?v=1ypV5ZiIbdA WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail image background credits: https://pixabay.com/photo-1725207/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Computer Games Empower Deep Learning Research | Two Minute Papers #105

QkqNzrsaxYc | 13 Nov 2016

Computer Games Empower Deep Learning Research | Two Minute Papers #105

The paper "Playing for Data: Ground Truth from Computer Games" is available here: http://download.visinf.tu-darmstadt.de/data/from_games/ Computer graphics / VR challenge grant at Experiment: https://experiment.com/grants/graphics-and-virtualreality Other popular datasets: - CamVid - http://mi.eng.cam.ac.uk/research/projects/VideoRec/CamVid/ - CityScapes - https://www.cityscapes-dataset.com/dataset-overview/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Building a Community Around Two Minute Papers

sWZQxB2es88 | 06 Nov 2016

Building a Community Around Two Minute Papers

The Two Minute Papers Data project: https://www.reddit.com/r/twominutepapers/comments/58qa8p/github_repository_for_video_data/ https://www.reddit.com/r/twominutepapers/comments/5a6jes/suggestions_and_help_on_twominutepapersdata/ A nice writeup about the Starcraft 2 panel az Blizzcon: https://www.reddit.com/r/starcraft/comments/5bb6y0/notes_from_the_ai_panel/ Recommended for you: StyLit, Illumination-Guided Artistic Style Transfer - https://www.youtube.com/watch?v=ksCSL6Ql0Yg Real-Time Shading With Area Light Sources - https://www.youtube.com/watch?v=SC0D7aJOySY WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credits: https://flic.kr/p/J5Ys9N Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

How To Steal a Lost Election With Gerrymandering | Two Minute Papers #104

u9kvJbWb_1U | 02 Nov 2016

How To Steal a Lost Election With Gerrymandering | Two Minute Papers #104

Gerrymandering, is the process of manipulating electoral district boundaries to turn the tide of an election. There are efficient mathematical techniques to optimally solve such a problem and we'll see how the different electoral districts in the US evolved over the last 20 years as a result of gerrymandering. ___________________ An article on the evolution of a district over 20 years: https://www.theguardian.com/us-news/2016/oct/19/gerrymandering-supreme-court-us-election-north-carolina Recommended for you: Metropolis Light Transport - https://www.youtube.com/watch?v=f0Uzit_-h3M Automatic Parameter Control for Metropolis Light Transport - https://www.youtube.com/watch?v=9wOBkJJ-w2s The redistricting game seen in the video: http://www.redistrictinggame.org/game/launchgame.php WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image credits: https://pixabay.com/photo-1594962/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Real-Time Soft Body Dynamics for Video Games | Two Minute Papers #103

fl-7e8yBUic | 29 Oct 2016

Real-Time Soft Body Dynamics for Video Games | Two Minute Papers #103

We have had plenty of episodes about fluid simulations, so how about some tasty soft body dynamics for today? Soft body dynamics basically means computing what happens when we smash together different deformable objects. Examples include folding sheets, playing around with noodles, or torturing armadillos. I think this is a nice and representative showcase of the immense joys of computer graphics research! Clarification: the 15 ms per frame execution time is a nice ballpark number, but it depends on the scene. ____________________ The paper "Vivace: a Practical Gauss-Seidel Method for Stable Soft Body Dynamics" is available here: http://pellacini.di.uniroma1.it/publications/vivace16/vivace16.html WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Image credits: Thumbnail background: https://pixabay.com/photo-1747663/ Graph coloring: https://commons.wikimedia.org/wiki/File:Complete_coloring_clebsch_graph.svg Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Generating Tangle Patterns With Grammars | Two Minute Papers #102

nK3giIsNAHg | 26 Oct 2016

Generating Tangle Patterns With Grammars | Two Minute Papers #102

A tangle pattern is a beautiful, intervowen tapestry of basic stroke patterns, like dots, straight lines, and simple curves. If we look at some of these works, we see that many of these are highly structured, and maybe, we could automatically create such beautiful structures with a computer. ______________ The paper "gTangle: a Grammar for the Procedural Generation of Tangle Patterns" is available here: http://pellacini.di.uniroma1.it/publications/gtangle16/gtangle16.html The paper "Layer-Based Procedural Design of Facades" is available here: https://www.cg.tuwien.ac.at/research/publications/2015/Ilcik_2015_LAY/ https://vimeo.com/118400233 WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Image credits: Wikipedia: https://en.wikipedia.org/wiki/Context-free_grammar The thumbnail background image was taken from the corresponding paper (link above). Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

3D Printing Materials With Subsurface Scattering | Two Minute Papers #98

w2D5JR83pFI | 09 Oct 2016

3D Printing Materials With Subsurface Scattering | Two Minute Papers #98

Better Explained tutorials: https://betterexplained.com/articles/an-interactive-guide-to-the-fourier-transform/ https://betterexplained.com/cheatsheet/ Today, our main question is whether we can reproduce the effect of subsurface scattering with 3D printed materials. The input would be a real material, and the output would be an arbitrary shaped 3d printed material with similar scattering properties. Something that looks similar. ___________________________ The paper "Physical Reproduction of Materials with Specified Subsurface Scattering" is available here: http://people.csail.mit.edu/wojciech/PRO/index.html Recommended for you: Separable Subsurface Scattering (more on diffusion profiles therein) - https://www.youtube.com/watch?v=72_iAlYwl0c WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Image credits: Thumbnail background image: Cássia Afini - https://flic.kr/p/6mPh2m Ear and skin subsurface scattering images: Wikipedia Plant leaf: Dan Markeye - https://flic.kr/p/fGie2L Marble: Koen Beets and Erik Hubo - http://research.edm.uhasselt.be/thaber/subsurface.php Marble dragon: Rui Wang - http://www.cs.virginia.edu/~rw2p/cs647/project.htm Orange: PieDog Media - https://flic.kr/p/83CZc1 Voxel Lambo: Philippe Put - https://flic.kr/p/E4WLJQ Voxel Castle: post-apocalyptic research institute - https://flic.kr/p/b9xtJa Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Sound Synthesis for Fluids With Bubbles | Two Minute Papers #97

kwqme8mEgz4 | 04 Oct 2016

Sound Synthesis for Fluids With Bubbles | Two Minute Papers #97

In this work, the authors created a simulator, that shows us not only the motion of a piece of fluid, but the physics of bubbles within as well. This sounds great, but there are two huge problems: one, there are a lot of them, and two, they can undergo all kinds of deformations and topology changes. ________________________ The paper "Toward Animating Water with Complex Acoustic Bubbles" is available here: http://www.cs.cornell.edu/projects/Sound/bubbles/ Recommended for you: All previous episodes on fluid simulations (and more!) - https://www.youtube.com/playlist?list=PLujxSBD-JXgnnd16wIjedAcvfQcLw0IJI WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ The source of the thumbnail background image: https://pixabay.com/photo-83758/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

3D Printing Auxetic Materials | Two Minute Papers #96

5-xMV3sT3Tw | 30 Sep 2016

3D Printing Auxetic Materials | Two Minute Papers #96

In this episode, we shall talk about auxetic materials. Auxetic materials are materials that when stretched, thicken perpendicular to the direction we're stretching them. In other words, instead of thinning, they get fatter when stretched. _____________________________________ The paper "Beyond Developable: Computational Design and Fabrication with Auxetic Materials" is available here: http://lgg.epfl.ch/publications/2016/BeyondDevelopable/index.php The tendon paper, "Negative Poisson’s ratios in tendons: An unexpected mechanical response" is available here: http://www.sciencedirect.com/science/article/pii/S1742706115002871 Our previous episode about optimization is available here: https://www.youtube.com/watch?v=1ypV5ZiIbdA WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ The thumbnail background image was taken from the corresponding paper listed above. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Patreon Update - New Machine!

ZaAUFqcfDJg | 28 Sep 2016

Patreon Update - New Machine!

Our Patreon page is available here: https://www.patreon.com/TwoMinutePapers The new PC configuration is the following: Motherboard: Asrock H170A-X1 CPU: Intel Core i5-6600 3.3GHz LGA1151 BOX RAM: 16GB 2400MHz Kingston DDRIV HyperX Fury Black Kit RAM HX424C15FB VGA: Gigabyte PCI-E NVIDIA GTX1060 WF2 OC (6144MB, DDR5, 192bit, 1556/800) SSD: Samsung 250GB SSD 2,5" SATA3 MZ-75E250B 850 EVO Case: Sharkoon VG5-W PSU: Chieftec 700W GPS-700-A8 _______________ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ The thumbnail background image was created by Dana Mattocks - https://flic.kr/p/66dtrw Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Sound Propagation With Adaptive Impulse Responses | Two Minute Papers #95

Mx8viOFKiIs | 19 Sep 2016

Sound Propagation With Adaptive Impulse Responses | Two Minute Papers #95

A realistic simulation of sounds within virtual environments dramatically improves the immersion of the user in computer games and virtual reality applications. To be able to simulate these effects, we need to compute the interaction between sound waves and the geometry and materials within the scene. Let's see how this work accomplishes it! ______________________________ The paper "Adaptive Impulse Response Modeling for Interactive Sound Propagation" is available here: http://gamma.cs.unc.edu/ADAPTIVEIR/ Recommended for you: Rocking Out With Convolutions - https://www.youtube.com/watch?v=JKYQOAZRZu4 All light-transport related episodes: https://www.youtube.com/playlist?list=PLujxSBD-JXgk1hb8lyu6sTYsLL39r_3bG WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ The thumbnail background image was created by Robert - https://flic.kr/p/9YViuT Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Estimating Matrix Rank With Neural Networks | Two Minute Papers #94

bLFISzfQCDQ | 16 Sep 2016

Estimating Matrix Rank With Neural Networks | Two Minute Papers #94

This tongue in cheek work is about identifying matrix ranks from images, plugging in a convolutional neural network where it is absolutely inaproppriate to use. The paper "Visually Identifying Rank" is available here: http://www.oneweirdkerneltrick.com/rank.pdf David Fouhey's website is available here: http://www.cs.cmu.edu/~dfouhey/ The machine learning calculator is available here: http://armlessjohn404.github.io/calcuMLator/ The paper "Separable Subsurface Scattering" is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/ __________________________ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ The thumbnail background image was created by Comfreak - https://pixabay.com/photo-356024/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

WaveNet by Google DeepMind | Two Minute Papers #93

CqFIVCD1WWo | 12 Sep 2016

WaveNet by Google DeepMind | Two Minute Papers #93

Let's talk about Google DeepMind's Wavenet! This piece of work is about generating audio waveforms for Text To Speech and more. Text To Speech basically means that we have a voice reading whatever we have written down. The difference in this work, is, however that it can synthesize these samples in someone's voice provided that we have training samples of this person speaking. __________________________ The paper "WaveNet: A Generative Model for Raw Audio" is available here: https://arxiv.org/abs/1609.03499 The blog post about this with the sound samples is available here: https://deepmind.com/blog/wavenet-generative-model-raw-audio/ The machine learning reddit thread about this paper is available here: https://www.reddit.com/r/MachineLearning/comments/51sr9t/deepmind_wavenet_a_generative_model_for_raw_audio/?ref=search_posts Recommended for you: Every Two Minute Papers episode on deep learning: https://www.youtube.com/playlist?list=PLujxSBD-JXglGL3ERdDOhthD3jTlfudC2 WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Thanks so much to JulioC EA for the Spanish captions! :) Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ The thumbnail background image was found on Pixabay - https://pixabay.com/hu/spektrum-hangsz%C3%ADnszab%C3%A1lyz%C3%B3-h%C3%A1tt%C3%A9r-545827/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Automatic Hair Modeling from One Image | Two Minute Papers #92

XmM1tF7AxdA | 06 Sep 2016

Automatic Hair Modeling from One Image | Two Minute Papers #92

This time, we are going to talk about hair modeling - obtaining hair geometry information from a photograph. This geometry information we can use in our movies and computer games. We can also run simulations on them and see how they look on a digital character. This is a remarkably difficult problem and you'll see a great solution to it in this episode. ____________________________________ The paper "AutoHair: Fully Automatic Hair Modeling from A Single Image" is available here: http://gaps-zju.org/mlchai/resources/chai2016autohair.pdf http://gaps-zju.org/mlchai/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ The thumbnail background image was created by Betsy Jons - https://flic.kr/p/oye7FJ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

StyLit, Illumination-Guided Artistic Style Transfer | Two Minute Papers #91

ksCSL6Ql0Yg | 01 Sep 2016

StyLit, Illumination-Guided Artistic Style Transfer | Two Minute Papers #91

Earlier, we have talked quite a bit about a fantastic new tool that we called artistic style transfer. This means that we have an input photograph that we'd like to modify, and another image from which we'd like to extract the artistic style. This way, we can, for instance, change our photo to look in the style of famous artists. Today, we're going to talk about a flamboyant little technique that is able to perform artistic style transfer in a way that preserves the illumination of the scene. ______________________________ The paper "StyLit: Illumination-Guided Example-Based Stylization of 3D Renderings" is available here: http://dcgi.fel.cvut.cz/home/sykorad/stylit Recommended for you: Artistic Style Transfer For Videos - https://www.youtube.com/watch?v=Uxax5EKg0zA Deep Neural Network Learns Van Gogh's Art - https://www.youtube.com/watch?v=-R9bJGNHltQ Neural Material Synthesis (this contains discussions on diffuse and specular materials)- https://www.youtube.com/watch?v=XpwW3glj2T8 WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ The thumbnail background image was created by Irina - https://flic.kr/p/nWXd5H Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Interactive Hair-Solid Simulations | Two Minute Papers #90

HvHZXPd0Bjs | 29 Aug 2016

Interactive Hair-Solid Simulations | Two Minute Papers #90

We have talked about fluid and cloth simulations earlier, but we never really set foot in the domain of hair simulations in the series. To obtain some footage of virtual hair movement, simulating the dynamics of hundreds of thousands of hair strands is clearly too time consuming and would be a flippant attempt to do so. In this episode, we discuss a technique to faithfully simulate 150 thousand hair strands by using only 400 guide hairs. ____________________________ The paper "Adaptive Skinning for Interactive Hair-Solid Simulation" is available here: http://gaps-zju.org/mlchai/resources/chai2016adaptive.pdf http://gaps-zju.org/mlchai/ Two Minute Papers offers great perks to supporters on Patreon: https://www.patreon.com/TwoMinutePapers WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ The thumbnail background image was created by Faylyne (the image has been flipped and edited) - https://flic.kr/p/dayCjn Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

3D Printing With Filigree Patterns | Two Minute Papers #89

cVZzkSaxKmY | 25 Aug 2016

3D Printing With Filigree Patterns | Two Minute Papers #89

Filigrees are detailed, thin patterns typically found in jewelry, fabrics and ornaments, and as you may imagine, crafting such motifs on objects is incredibly laborious. This project is about leaving out the craftsmen from the equation by choosing a set of target filigree patterns and creating a complex shape out of them that can be easily 3D printed. The challenge lies in grouping and packing up these patterns to fill a surface evenly. Let's see what this piece of work has to say about the problem! ____________________ The paper "Synthesis of Filigrees for Digital Fabrication" is available here: http://i.cs.hku.hk/~wkchen/projects/proj_sig16.html Recommended for you: Our earlier video on optimization - https://www.youtube.com/watch?v=1ypV5ZiIbdA WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ The thumbnail background image was taken from the corresponding paper linked above. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Neural Material Synthesis | Two Minute Papers #88

XpwW3glj2T8 | 17 Aug 2016

Neural Material Synthesis | Two Minute Papers #88

We are going to talk about techniques that create physically based material models from photographs that we can use in our light simulation programs. In an earlier work, two photographs are required for high-quality reconstruction. It seems that working from only one photograph doesn't seem possible at all. However, with the power of deep learning... ___________________________________ The paper "Two-Shot SVBRDF Capture for Stationary Materials" is available here: https://mediatech.aalto.fi/publications/graphics/TwoShotSVBRDF/ The paper "Reflectance Modeling by Neural Texture Synthesis" is available here: https://mediatech.aalto.fi/publications/graphics/NeuralSVBRDF/ NVIDIA has implemented the two-shot model! Have a look: https://twitter.com/karoly_zsolnai/status/839570124017438726 Our earlier episode on Gradient Domain Light Transport is available here: https://www.youtube.com/watch?v=sSnDTPjfBYU The light transport course at the Technical University of Vienna is available here: https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Image credits: Sherrie Thai - https://flic.kr/p/7pNLqB Giulio Bernardi - https://flic.kr/p/b2GMJ Andy Beatty - https://flic.kr/p/7j3dUX Open Grid Scheduler - https://flic.kr/p/Gdg3JC liz west - https://flic.kr/p/rAbED http://collagefactory.blogspot.hu/2010/04/brdf-for-diffuseglossyspecular.html Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

On the Complexity of Two Minute Papers | Two Minute Papers #87

heB2tD0-r-c | 14 Aug 2016

On the Complexity of Two Minute Papers | Two Minute Papers #87

There are some minor changes coming to Two Minute Papers, and I am trying my very best to make it as enjoyable as possible to you, so I would really like to hear your opinion on an issue. The earlier episode showcased in the video: Schrödinger's Smoke - https://www.youtube.com/watch?v=heY2gfXSHBo WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ The thumbnail background image was created by Tulip Vorlax - https://flic.kr/p/84QwGn Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

What is an Autoencoder? | Two Minute Papers #86

Rdpbnd0pCiI | 11 Aug 2016

What is an Autoencoder? | Two Minute Papers #86

Autoencoders are neural networks that are capable of creating sparse representations of the input data and can therefore be used for image compression. There are denoising autoencoders that after learning these sparse representations, can be presented with noisy images. What is even better is a variant that is called the variational autoencoder that not only learns these sparse representations, but can also draw new images as well. We can, for instance, ask it to create new handwritten digits and we can actually expect the results to make sense! _____________________________ The paper "Auto-Encoding Variational Bayes" is available here: http://arxiv.org/pdf/1312.6114.pdf Recommended for you: Recurrent Neural Network Writes Sentences About Images - https://www.youtube.com/watch?v=e-WB4lfg30M Andrej Karpathy's convolutional neural network that you can train in your browser: http://cs.stanford.edu/people/karpathy/convnetjs/demo/cifar10.html Sentdex's Youtube channel is available here: https://www.youtube.com/user/sentdex Francois Chollet's blog post on autoencoders: https://blog.keras.io/building-autoencoders-in-keras.html More reading on autoencoders: https://probablydance.com/2016/04/30/neural-networks-are-impressively-good-at-compression/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Thumbnail background image source (we have edited the colors and edited it some more): https://pixabay.com/hu/fizet-sz%C3%A1mok-sz%C3%A1mjegyek-kit%C3%B6lt%C3%A9s-937882/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

The Science of Medal Predictions (2016 Rio Olympics Edition) | Two Minute Papers #85

gHMY40kEXzs | 08 Aug 2016

The Science of Medal Predictions (2016 Rio Olympics Edition) | Two Minute Papers #85

The 2016 Rio Olympic Games is right around the corner, so it is the perfect time to talk a bit about how we can use science to predict the results. Daniel Johnson, a professor of microeconomics at the Colorado College created a simple prediction model, that, over the past 5 Olympic Games, was able to achieve 94% agreement between the predicted and actual medal counts per nation. What is even more amazing is that the model doesn't even take into consideration the athletic abilities of any of these contenders. ____________________ The paper "A Tale of Two Seasons: Participation and Medal Counts at the Summer and Winter Olympic Games" is available here: https://www.researchgate.net/profile/Daniel_Johnson7/publication/4920482_A_Tale_of_Two_Seasons_Participation_and_Medal_Counts_at_the_Summer_and_Winter_Olympic_Games/links/0c9605229d43e35dbf000000.pdf A media article about this on Forbes: http://www.forbes.com/2010/01/19/olympic-medal-predictions-business-sports-medals.html The Olympics subreddit is available here: https://www.reddit.com/r/olympics/ From an earlier episode: Two Minute Papers - Narrow Band Liquid Simulations - https://www.youtube.com/watch?v=nfPBT71xYVQ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was created by Rob124 - https://flic.kr/p/efKqca Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Peer Review and the NeurIPS Experiment | Two Minute Papers #84

a1z6GXj8QK8 | 03 Aug 2016

Peer Review and the NeurIPS Experiment | Two Minute Papers #84

What is peer review and how is it done? How can we check the validity of a paper? And more importantly, how can we be sure that the peer review process is fair and consistent? We'll talk about these things and how the NIPS experiment addresses them. ____________________ The NIPS experiment: http://blog.mrtz.org/2014/12/15/the-nips-experiment.html http://www.kdnuggets.com/2016/05/embrace-random-acceptance-borderline-papers.html The showcased earlier episode video: Artistic Manipulation of Caustics - https://www.youtube.com/watch?v=K-0KJtk07YU A New Publishing Model in Computer Science by Yann LeCun: http://yann.lecun.com/ex/pamphlets/publishing-models.html WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ The thumbnail background image was created by Quinn Dombrowski (the color of the pen was changed) - https://flic.kr/p/8HRJoc The blind man icon was created by Scott de Jonge - http://www.flaticon.com/free-icon/blind-man-silhouette_8711 Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Task-based Animation of Virtual Characters | Two Minute Papers #83

ZHoNpxUHewQ | 31 Jul 2016

Task-based Animation of Virtual Characters | Two Minute Papers #83

This piece of work is about synthesizing believable footstep animations for virtual characters. The paper "Task-based Locomotion" is available here: http://www.cs.ubc.ca/~van/papers/2016-TOG-taskBasedLocomotion/index.html WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs, Daniel John Benton. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

What is Optimization? + Learning Gradient Descent | Two Minute Papers #82

1ypV5ZiIbdA | 29 Jul 2016

What is Optimization? + Learning Gradient Descent | Two Minute Papers #82

Let's talk about what mathematical optimization is, how gradient descent can solve simpler optimization problems, and Google DeepMind's proposed algorithm that automatically learn optimization algorithms. The paper "Learning to learn by gradient descent by gradient descent" is available here: http://arxiv.org/pdf/1606.04474v1.pdf Source code: https://github.com/deepmind/learning-to-learn ______________________________ Recommended for you: Gradients, Poisson's Equation and Light Transport - https://www.youtube.com/watch?v=sSnDTPjfBYU WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs, Daniel John Benton. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The chihuahua vs muffin image is a courtesy of teenybiscuit - https://twitter.com/teenybiscuit More fun stuff here: http://twistedsifter.com/2016/03/puppy-or-bagel-meme-gallery/ The thumbnail background image was created by Alan Levine - https://flic.kr/p/vbEd1W Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Bundlefusion: 3D Scenes from 2D Videos | Two Minute Papers #81

zLzhsyeAie4 | 25 Jul 2016

Bundlefusion: 3D Scenes from 2D Videos | Two Minute Papers #81

This piece of work enables us to walk around in a room with a camera, and create a complete 3D computer model from the video footage. Note that the title says "2D", but since RGB-D cameras are relatively new, they are both referred to as 2D and 3D (I've heard 2.5D as well before). We went with the 2D for now and I hope it won't raise any confusion! :) ____________________________ The paper "BundleFusion: Real-time Globally Consistent 3D Reconstruction using Online Surface Re-integration" is available here: http://graphics.stanford.edu/projects/bundlefusion/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs, Daniel John Benton. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ The thumbnail background image was created by gregzaal - http://www.blendswap.com/blends/view/74382 Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Photorealistic Images from Drawings | Two Minute Papers #80

a3sgFQjEfp4 | 20 Jul 2016

Photorealistic Images from Drawings | Two Minute Papers #80

The Two Minute Papers subreddit is available here: https://www.reddit.com/r/twominutepapers/ By using a convolutional neural networks (a powerful deep learning technique), it is now possible to build an application that takes a rough sketch as an input, and fetches photorealistic images from a database. ___________________________________ The paper "The Sketchy Database: Learning to Retrieve Badly Drawn Bunnies" and the online demo is available here: http://sketchy.eye.gatech.edu/ The paper "Signature verification using a Siamese time delay neural network" is available here: https://scholar.google.hu/scholar?cluster=4400768003729787411&hl=en&as_sdt=0,5 The paper "Learning Fine-grained Image Similarity with Deep Ranking" is available here: https://arxiv.org/abs/1404.4661 Our deep learning-related videos are available here: https://www.youtube.com/playlist?list=PLujxSBD-JXglGL3ERdDOhthD3jTlfudC2 WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs, Daniel John Benton. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was drawn by Felícia Fehér. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Visually Indicated Sounds | Two Minute Papers #79

flOevlA9RyQ | 17 Jul 2016

Visually Indicated Sounds | Two Minute Papers #79

The Scholarly Store is available here: https://shop.spreadshirt.net/TwoMinutePapers Using the power of deep learning, it is now possible to create a technique that looks at a silent video and synthesize appropriate sound effects for it. The usage is at the moment, limited to hitting these objects with a drumstick. Note: The authors seem to lean on a database of sounds, i.e., the synthesis does not happen from scratch, but they are not merely fetching the database entry for a given sound, but performing example-based synthesis (Section 5.2 in the paper below). In the video and the paper, they both use the words "synthesized sound" and "predicted sound", and it may be a bit unclear what degree of synthesis qualifies as a "synthesized sound". I think this is definitely worthy of further scrutiny. _____________________________________ The paper "Visually Indicated Sounds" is available here: https://arxiv.org/abs/1512.08512 Recommended for you: What Do Virtual Objects Sound Like? - https://www.youtube.com/watch?v=ZaFqvM1IsP8&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Synthesizing Sound From Collisions - https://www.youtube.com/watch?v=rskdLEl05KI&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Reconstructing Sound From Vibrations - https://www.youtube.com/watch?v=2i1hrywDwPo&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Our deep learning-related videos are available here (if you are looking for convolutional neural networks, recurrent neural networks): https://www.youtube.com/playlist?list=PLujxSBD-JXglGL3ERdDOhthD3jTlfudC2 WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs, Daniel John Benton. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was created by slgckgc - https://flic.kr/p/9x93qE Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Time Varying Textures | Two Minute Papers #78

FMHGS8jWtzM | 13 Jul 2016

Time Varying Textures | Two Minute Papers #78

This work simulates how textures evolve and wear over time by taking only one image as an input sample. _______________________________ The paper "Time-varying Weathering in Texture Space" is available here: http://www.math.tau.ac.il/~dcor/articles/2016/TW.pdf http://www.math.tau.ac.il/~dcor/pubs.html WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs, Daniel John Benton. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was created by David Flores (we have applied a blur effect to it) - https://flic.kr/p/9eaVRJ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Fermat Spirals for Layered 3D Printing | Two Minute Papers #77

6rNcAVr-U4s | 05 Jul 2016

Fermat Spirals for Layered 3D Printing | Two Minute Papers #77

The paper "Connected Fermat Spirals for Layered Fabrication" is available here: http://irc.cs.sdu.edu.cn/html/2016/2016_0519/222.html The ThatsMaths article on sunflowers + paper "Fibonacci patterns: common or rare?" is available here: https://thatsmaths.com/2014/06/05/sunflowers-and-fibonacci-models-of-efficiency/ http://www.sciencedirect.com/science/article/pii/S2210983813001314 Another nice application of Hilbert curves for spatial indexing (thanks for the link TheJonManley!): http://blog.notdot.net/2009/11/Damn-Cool-Algorithms-Spatial-indexing-with-Quadtrees-and-Hilbert-Curves WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs, Daniel John Benton. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was created by José Carlos Cortizo Pérez - https://flic.kr/p/5bXvB9 Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Procedural Yarn Models for Cloth Rendering | Two Minute Papers #76

iTRnr6p7iYo | 26 Jun 2016

Procedural Yarn Models for Cloth Rendering | Two Minute Papers #76

The paper "Fitting Procedural Yarn Models for Realistic Cloth Rendering" is available here: https://shuangz.com/publications.htm http://www.cs.cornell.edu/~kb/publications/SIG16ProceduralYarn.pdf Video credits (in order): Bandyte - https://www.youtube.com/watch?v=e4BhdrFDHkQ TheJamsh - https://www.youtube.com/watch?v=oSYjg9W4Nrk Gamasutra - http://www.gamasutra.com/blogs/AAdonaac/20150903/252889/Procedural_Dungeon_Generation_Algorithm.php WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was created by Ny - https://flic.kr/p/gqShF5 Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

What Can We Learn From Deep Learning Programs? | Two Minute Papers #75

ZBWTD2aNb_o | 22 Jun 2016

What Can We Learn From Deep Learning Programs? | Two Minute Papers #75

The paper "Model Compression" is available here: https://www.cs.cornell.edu/~caruana/compression.kdd06.pdf There is also a talk on it here: http://research.microsoft.com/apps/video/default.aspx?id=103668&r=1 Discussions on this issue: 1. https://www.linkedin.com/pulse/computer-vision-research-my-deep-depression-nikos-paragios 2. https://www.reddit.com/r/MachineLearning/comments/4lq701/yann_lecuns_letter_to_cvpr_chair_after_bad/ Recommended for you: Neural Programmer Interpreters - https://www.youtube.com/watch?v=B70tT4WMyJk WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was created by John Lord - https://flic.kr/p/nVUaB Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Hallucinating Images With Deep Learning | Two Minute Papers #74

hnT-P3aALVE | 19 Jun 2016

Hallucinating Images With Deep Learning | Two Minute Papers #74

During our journeys in deep learning, we have seen techniques that can summarize photographs in entire sentences that actually make sense. This time, we are going to turn this process around and ask a deep learning system to "hallucinate", i.e., generate images according to sentences that we add as an input. The results are nothing short of insane! _____________________________ The paper "Generative Adversarial Text to Image Synthesis" is available here: http://arxiv.org/abs/1605.05396 Recommended for you: Recurrent Neural Network Writes Sentences About Images - https://www.youtube.com/watch?v=e-WB4lfg30M Deep Learning related Two Minute Papers episodes - https://www.youtube.com/playlist?list=PLujxSBD-JXglGL3ERdDOhthD3jTlfudC2 WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was created by C. P. Ewing - https://flic.kr/p/GDm4Jd Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Rocking Out With Convolutions | Two Minute Papers #73

JKYQOAZRZu4 | 15 Jun 2016

Rocking Out With Convolutions | Two Minute Papers #73

A lot of university students tend to have a lot of problems understanding convolutions. Today, we're going to talk about both many cool useful applications of convolutions and there will be a bit of intuition on how the computation is done. Among other cool applications, it turns out we can add very convincing reverberation effects to our guitars by computing convolutions. __________________________ Immersive Math: http://immersivemath.com/ila/index.html Separable Subsurface Scattering: https://www.youtube.com/watch?v=72_iAlYwl0c Convolutions and Gaussian blur image source - Wikipedia WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was created by Dustin Gaffke - https://flic.kr/p/nKy4EK Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Reinforcement Learning with OpenAI's Gym | Two Minute Papers #72

1PNhuHa7lS0 | 12 Jun 2016

Reinforcement Learning with OpenAI's Gym | Two Minute Papers #72

OpenAI's Gym is available here: https://gym.openai.com/ OpenAI - Non-profit AI company by Elon Musk and Sam Altman https://www.youtube.com/watch?v=AbcRlDBnwjM Google DeepMind's paper "Unifying Count-Based Exploration and Intrinsic Motivation" and video on reniforcement learning and curiosity: https://arxiv.org/pdf/1606.01868v1.pdf https://www.youtube.com/watch?v=0yI2wJ6F8r0 Link to the mentioned research project at Experiment: 1. https://experiment.com/projects/opening-your-mind-s-eye-collaborating-with-a-computer-to-reveal-visual-imagination?s=discover 2. https://experiment.com/projects/yvgjmnuxsnavvjuhxzwf WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs. https://www.patreon.com/TwoMinutePapers We also thank Experiment for sponsoring our series. - https://experiment.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail image is licensed under CC0 and is available here: https://pixabay.com/en/dumbbell-training-fitness-room-940375/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Image Colorization With Deep Learning and Classification | Two Minute Papers #71

MfaTOXxA8dM | 08 Jun 2016

Image Colorization With Deep Learning and Classification | Two Minute Papers #71

The paper "Let there be Color!: Joint End-to-end Learning of Global and Local Image Priors for Automatic Image Colorization with Simultaneous Classification" and its implementation are available here: http://hi.cs.waseda.ac.jp/~iizuka/projects/colorization/en/ https://github.com/satoshiiizuka/siggraph2016_colorization The video classification paper by Karpathy et al.: http://cs.stanford.edu/people/karpathy/deepvideo/ Recommended for you: Artistic Style Transfer For Videos - https://www.youtube.com/watch?v=Uxax5EKg0zA Deep Learning related Two Minute Papers videos - https://www.youtube.com/playlist?list=PLujxSBD-JXglGL3ERdDOhthD3jTlfudC2 WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Schrödinger's Smoke | Two Minute Papers #70

heY2gfXSHBo | 05 Jun 2016

Schrödinger's Smoke | Two Minute Papers #70

Today we will talk about Eulerian and Lagrangian smoke and fluid simulations and how this excellent technique can incorporate a variant of Schrödinger's equation and make an excellent fluid simulator out of it. :) _________________ The paper "Schrödinger's Smoke" and its implementation is available here: http://multires.caltech.edu/pubs/SchrodingersSmoke.pdf http://multires.caltech.edu/pubs/SchrodingersSmokeCode.zip The publisher's version is expected to show up here soon: http://www.multires.caltech.edu/pubs/pubs.htm The Short Science website is available here: http://www.shortscience.org/ WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: David Jaenisch, Sunil Kim, Julian Josephs. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Storytime & Reading Comments | Two Minute Papers

7ymM4cG1zfQ | 30 May 2016

Storytime & Reading Comments | Two Minute Papers

We have reached one million views on the channel, and are nearing ten thousand Fellow Scholars as well! In this video, we celebrate this milestone with some storytime and I'll read some of your kind comments from my mailbox. Thanks so much everyone! My apologies, the second half of the closed captions are missing for this episode. ________________________ Video credits: Simulating Viscosity and Melting Fluids - https://www.youtube.com/watch?v=KgIrnR2O8KQ Capturing Waves of Light With Femto-photography - https://www.youtube.com/watch?v=TRNUTN01SEg How Do Genetic Algorithms Work? - https://www.youtube.com/watch?v=ziMHaGQJuSI Narrow Band Liquid Simulations - https://www.youtube.com/watch?v=nfPBT71xYVQ WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail image background was created by ChristianSchd CC BY-SA 3.0 - https://en.wikipedia.org/wiki/Lecture_hall#/media/File:Hanover_Institute_Inorganic_Chemisty_Lecture_Hall.jpg Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Surface-Only Liquids | Two Minute Papers #69

-rf_MDh-FiE | 25 May 2016

Surface-Only Liquids | Two Minute Papers #69

The paper "Surface-Only Liquids" is available here: http://www.cs.columbia.edu/cg/surfaceliquids/ WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was created by J. Frog - https://flic.kr/p/9Ruz12 Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Artistic Style Transfer For Videos | Two Minute Papers #68

Uxax5EKg0zA | 22 May 2016

Artistic Style Transfer For Videos | Two Minute Papers #68

Artificial neural networks were inspired by the human brain and simulate how neurons behave when they are shown a sensory input (e.g., images, sounds, etc). They are known to be excellent tools for image recognition, any many other problems beyond that - they also excel at weather predictions, breast cancer cell mitosis detection, brain image segmentation and toxicity prediction among many others. Deep learning means that we use an artificial neural network with multiple layers, making it even more powerful for more difficult tasks. This time they have been shown to be apt at reproducing the artistic style of many famous painters, such as Vincent Van Gogh and Pablo Picasso among many others. All the user needs to do is provide an input photograph and a target image from which the artistic style will be learned. And now, onto the next frontier: transferring artistic style to videos! _________ The paper "Artistic style transfer for videos" is available here: http://arxiv.org/abs/1604.08610 The implementation of this technique is also available: https://github.com/manuelruder/artistic-videos Recommended for you: Deep Neural Network Learns Van Gogh's Art - https://www.youtube.com/watch?v=-R9bJGNHltQ Deep Learning Program Learns to Paint - https://www.youtube.com/watch?v=UGAzi1QBVEg From Doodles To Paintings With Deep Learning - https://www.youtube.com/watch?v=jMZqxfTls-0 Sintel Movie copyright: Blender Foundation https://durian.blender.org/sharing/ WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was taken from the corresponding paper. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Deep Reinforcement Terrain Learning | Two Minute Papers #67

wBrwN4dS-DA | 19 May 2016

Deep Reinforcement Terrain Learning | Two Minute Papers #67

In this piece of work, a combination of deep learning and reinforcement learning is presented which has proven to be useful in solving many extremely difficult tasks. Google DeepMind built a system that can play Atari games at a superhuman level using this technique that is also referred to as Deep Q-Learning. This time, it was used to teach digital creatures to walk and overcome challenging terrain arrangements. __________________________ The paper "Terrain-Adaptive Locomotion Skills Using Deep Reinforcement Learning " is available here: http://www.cs.ubc.ca/~van/papers/2016-TOG-deepRL/index.html The implementation of the paper is also available here: https://github.com/xbpeng/DeepTerrainRL OpenAI's Gym project: https://gym.openai.com/ WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was created by Fulvio Spada - https://flic.kr/p/o7z8o1 Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Separable Subsurface Scattering | Two Minute Papers #66

72_iAlYwl0c | 15 May 2016

Separable Subsurface Scattering | Two Minute Papers #66

Separable Subsurface Scattering is a novel technique to add real-time subsurface light transport calculations for computer games and other real-time applications. ____________________________ The paper "Separable Subsurface Scattering" and its implementation is available here: https://users.cg.tuwien.ac.at/zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/ http://www.iryoku.com/separable-sss/ Recommended for you: Ray Tracing / Subsurface Scattering @ Function 2015 - https://www.youtube.com/watch?v=qyDUvatu5M8 Separable Subsurface Scattering Unofficial Talk - https://www.youtube.com/watch?v=mU-5CsaPfsE Separable Subsurface Scattering Implementation in Blender (thank you Lubos Lenco!): http://www.blendernation.com/2016/05/02/separable-subsurface-scattering-game-engine-cycles/ http://luboslenco.com/notes/ssss/ WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Image credits: Leaves - https://flic.kr/p/fGie2L Snail - https://flic.kr/p/8wXFiC Skin: Wikipedia Extended credits (copied from the Acknowledgements section of the mentioned paper): The authors want to thank the reviewers for their insightful comments; Infinity Realities, in particular Lee Perry-Smith, for his head model and for the Lauren model; the Institute of Creative Technologies at USC, in particular Paul Debevec, for the Ari and Bernardo models; and Bernardo Antoniazzi for letting us use his likeness. Furthermore, we want to thank the Stanford University Computer Graphics Laboratory for the Dragon model, and the following contributors from Blend Swap under CC-BY licence: longrender for the Dish model, metalix for the Green apple model, betomo16 for the Plant model, and PickleJones for the Grapes model. We also thank Felícia Fehér for editing the figures. This research has been partially funded by the European Commission, 7th Framework Programme, through projects GOLEM and VERVE, the Spanish Ministry of Economy and Competitiveness through project LIGHTSLICE, and project TAMA, and the Austrian Science Fund (FWF) through project no. P23700-N23. The thumbnail background image was taken from the corresponding paper linked above. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Real-Time Shading With Area Light Sources | Two Minute Papers #65

SC0D7aJOySY | 11 May 2016

Real-Time Shading With Area Light Sources | Two Minute Papers #65

The paper "Real-Time Polygonal-Light Shading with Linearly Transformed Cosines" is available here: https://eheitzresearch.wordpress.com/415-2/ WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background was taken from the paper mentioned above. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Deep Learning and Cancer Research | Two Minute Papers #64

5PSWr2ovBvU | 08 May 2016

Deep Learning and Cancer Research | Two Minute Papers #64

A few quite exciting applications of deep learning in cancer research have appeared recently. This new algorithm can recognize cancer cells by looking at blood samples without introducing any intrusive chemicals in the process. Amazing results ahead. :) _________________________ The paper "Deep Learning in Label-free Cell Classification" is available here: http://www.nature.com/articles/srep21471 The link from Healthline: http://www.healthline.com/health/cancer/ovarian-cancer-facts-statistics-infographic#10 Recommended for you: Two+ Minute Papers - Overfitting and Regularization For Deep Learning - https://www.youtube.com/watch?v=6aF9sJrzxaM WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail image background was created by zhouxuan12345678 (CC BY-SA 2.0). Some blood cells were removed. - https://flic.kr/p/9ATvC1 Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Face2Face: Real-Time Facial Reenactment

_S1lyQbbJM4 | 04 May 2016

Face2Face: Real-Time Facial Reenactment

In computer animation, animating human faces is an art itself, but transferring expressions from one human to someone else is an even more complex task. One has to take into consideration the geometry, the reflectance properties, pose, and the illumination of both faces, and make sure that mouth movements and wrinkles are transferred properly. The fact that the human eye is very keen on catching artificial changes makes the problem even more difficult. This paper describes a real-time solution to this animation problem. ______________________ The paper "Face2Face: Real-time Face Capture and Reenactment of RGB Videos" is available here: http://www.graphics.stanford.edu/~niessner/thies2016face.html Recommended for you: Real-Time Facial Expression Transfer (previous work) - https://www.youtube.com/watch?v=mkI6qfpEJmI WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The background of the thumbnail image was created by DonkeyHotey (CC BY 2.0) - https://flic.kr/p/aPiKLe Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/ #Deepfake #Face2Face

Training Deep Neural Networks With Dropout | Two Minute Papers #62

LhhEv1dMpKE | 01 May 2016

Training Deep Neural Networks With Dropout | Two Minute Papers #62

In this episode, we discuss the bane of many machine learning algorithms - overfitting. It is also explained why it is an undesirable way to learn and how to combat it via dropout. _____________________ The paper "Dropout: A Simple Way to Prevent Neural Networks from Overtting" is available here: https://www.cs.toronto.edu/~hinton/absps/JMLRdropout.pdf Andrej Karpathy's autoencoder is available here: http://cs.stanford.edu/people/karpathy/convnetjs/demo/autoencoder.html Recommended for you: Overfitting and Regularization For Deep Learning - https://www.youtube.com/watch?v=6aF9sJrzxaM Decision Trees and Boosting, XGBoost -https://www.youtube.com/watch?v=0Xc9LIb_HTw A full playlist with machine learning and deep learning-related Two Minute Papers videos - https://www.youtube.com/playlist?list=PLujxSBD-JXglGL3ERdDOhthD3jTlfudC2 WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail image background was created by Norma (CC BY 2.0) - https://flic.kr/p/ejXPXt Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Narrow Band Liquid Simulations | Two Minute Papers #61

nfPBT71xYVQ | 28 Apr 2016

Narrow Band Liquid Simulations | Two Minute Papers #61

We continue our journey in the land of fluid simulations and discuss a really cool FLIP-based technique that uses both particles and grids to create very high quality footage at a much more reasonable cost than previous works. ____________________ The paper "Narrow Band FLIP for Liquid Simulations" is available here: https://wwwcg.in.tum.de/research/research/publications/2016/narrow-band-flip-for-liquid-simulations.html Yearning for more fluids? :) A Two Minute Papers playlist of fluid and cloth simulation-related topics is available here: https://www.youtube.com/playlist?list=PLujxSBD-JXgnnd16wIjedAcvfQcLw0IJI WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was taken from the corresponding paper. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

No Such Thing As Artificial Intelligence | Two Minute Papers #60

OV3Xcv42JSw | 24 Apr 2016

No Such Thing As Artificial Intelligence | Two Minute Papers #60

What is happening with the neural networks in this video? You'll find the answers in these videos: 1. How Does Deep Learning Work? - https://www.youtube.com/watch?v=He4t7Zekob0&list=PLujxSBD-JXglGL3ERdDOhthD3jTlfudC2 2. Overfitting and Regularization For Deep Learning - https://www.youtube.com/watch?v=6aF9sJrzxaM&list=PLujxSBD-JXglGL3ERdDOhthD3jTlfudC2 In this episode, we discuss the perils of debating whether different existing techniques can be deemed artificial intelligence or not. ____________________ And here is a full playlist of our videos related to machine learning and deep learning: https://www.youtube.com/watch?v=V1eYniJ0Rnk&list=PLujxSBD-JXglGL3ERdDOhthD3jTlfudC2 Tensorflow playground: http://playground.tensorflow.org/ The A* algorithm: https://en.wikipedia.org/wiki/A*_search_algorithm A neat demo application that runs in your browser: http://www.briangrinstead.com/blog/astar-search-algorithm-in-javascript Link to the experiment designed by arthomas: https://www.reddit.com/r/MachineLearning/comments/4eila2/tensorflow_playground/d20noqu WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was created by jjmusgrove (CC BY 2.0) - https://flic.kr/p/ewPWSk Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

10 Even Cooler Deep Learning Applications | Two Minute Papers #59

aKSILzbAqJs | 14 Apr 2016

10 Even Cooler Deep Learning Applications | Two Minute Papers #59

For the third time, we present another round of incredible deep learning applications! ___________________ 1. Geolocation - http://arxiv.org/abs/1602.05314 2. Super-resolution - http://arxiv.org/pdf/1511.04491v1.pdf 3. Neural Network visualizer - http://experiments.mostafa.io/public/ffbpann/ 4. Recurrent neural network for sentence completion: http://www.cs.toronto.edu/~ilya/fourth.cgi 5. Human-in-the-loop and Doctor-in-the-loop: http://link.springer.com/article/10.1007/s40708-016-0036-4 6. Emoji suggestions for images - https://emojini.curalate.com/ 7. MNIST handwritten numbers in HD - http://blog.otoro.net/2016/04/01/generating-large-images-from-latent-vectors/ 8. Deep Learning solution to the Netflix prize -https://karthkk.wordpress.com/2016/03/22/deep-learning-solution-for-netflix-prize/ 9. Curating works of art - http://cs231n.stanford.edu/reports2016/210_Report.pdf 10. More robust neural networks against adversarial examples - http://cs231n.stanford.edu/reports2016/103_Report.pdf The Keras library: http://keras.io/ https://github.com/fchollet/keras Recommended for you: Two Minute Papers Machine Learning Playlist - https://www.youtube.com/playlist?list=PLujxSBD-JXglGL3ERdDOhthD3jTlfudC2 WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail image background was created by Steven S. (CC BY 2.0) - https://flic.kr/p/sdUQ7 Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

The Dunning-Kruger Effect | Two Minute Papers #58

4Y7RIAgOpn0 | 10 Apr 2016

The Dunning-Kruger Effect | Two Minute Papers #58

The Dunning-Kruger effect describes a phenomenon where incompetent people assess their skills way higher than it is. We will talk about this phenomenon, its connection to impostor syndrome, and most importantly, why we should not use this knowledge to condemn others but to improve ourselves. __________________________ The paper "Unskilled and Unaware of It: How Difficulties in Recognizing One's Own Incompetence Lead to Inflated Self-Assessments" is available here. It is a really easy and enjoyable read, make sure you give it a shot! http://www.nottingham.ac.uk/~ntzcl1/literature/metacognition/kruger.pdf Recommended for you: What Is Impostor Syndrome? - https://www.youtube.com/watch?v=YPpIWQnufu8 WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The background of the thumbnail image was created by samuelrodgers752 (CC BY 2.0) - https://flic.kr/p/rjdQyY Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

From Doodles To Paintings With Deep Learning | Two Minute Papers #57

jMZqxfTls-0 | 04 Apr 2016

From Doodles To Paintings With Deep Learning | Two Minute Papers #57

This technique uses deep learning to create beautiful paintings from terribly drawn sketches. The results look so great that many people called this work out to be an April Fools' day joke! _________________________________ The paper 'Semantic Style Transfer and Turning Two-Bit Doodles into Fine Artwork' and its implementation is available here: https://github.com/alexjc/neural-doodle http://arxiv.org/pdf/1603.01768v1.pdf A playlist with out neural network and deep learning-related videos: https://www.youtube.com/playlist?list=PLujxSBD-JXglGL3ERdDOhthD3jTlfudC2 WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. https://www.patreon.com/TwoMinutePapers Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Music: John Stockton Slow Drag by Chris Zabriskie is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Source: http://chriszabriskie.com/uvp/ Artist: http://chriszabriskie.com/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Overfitting and Regularization For Deep Learning | Two Minute Papers #56

6aF9sJrzxaM | 30 Mar 2016

Overfitting and Regularization For Deep Learning | Two Minute Papers #56

In this episode, we discuss the bane of many machine learning algorithms - overfitting. It is also explained why it is an undesirable way to learn and how to combat it via L1 and L2 regularization. _____________________________ The paper "Regression Shrinkage and Selection via the Lasso" is available here: http://statweb.stanford.edu/~tibs/lasso/lasso.pdf Andrej Karpathy's excellent lecture notes on neural networks and regularization: http://cs231n.github.io/neural-networks-1/ The neural network demo is available here: http://cs.stanford.edu/people/karpathy/convnetjs/demo/classify2d.html A playlist with out neural network and deep learning-related videos: https://www.youtube.com/playlist?list=PLujxSBD-JXglGL3ERdDOhthD3jTlfudC2 WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail image background was created by Tony Hisgett (CC BY 2.0). It has undergone recoloring. - https://flic.kr/p/5dkbNV Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

How The Witness Teaches Scientific Thinking

Ee9vF5eChhU | 27 Mar 2016

How The Witness Teaches Scientific Thinking

The Witness is an amazing computer game that helps you improve your scientific thinking and reasoning skills. We discuss exactly how, and its relation to a gorgeous book by the name The Art of Learning from Josh Waitzkin. ______________________________ The Witness (the keyword entered to Google to avoid linking to a seller): https://goo.gl/QOhEIV The Art of Learning (again, Google): https://goo.gl/5wdAx7 WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background is a courtesy of Jonathan Blow (we have applied edits to it). Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Decision Trees and Boosting, XGBoost | Two Minute Papers #55

0Xc9LIb_HTw | 24 Mar 2016

Decision Trees and Boosting, XGBoost | Two Minute Papers #55

A decision tree is a great tool to help making good decisions from a huge bunch of data. In this episode, we talk about boosting, a technique to combine a lot of weak decision trees into a strong learning algorithm. Please note that gradient boosting is a broad concept and this is only one possible application of it! __________________________________ Our Patreon page is available here: https://www.patreon.com/TwoMinutePapers If you don't want to spend a dime or you can't afford it, it's completely okay, I'm very happy to have you around! And please, stay with us and let's continue our journey of science together! The paper "Experiments with a new boosting algorithm" is available here: http://www.public.asu.edu/~jye02/CLASSES/Fall-2005/PAPERS/boosting-icml.pdf Another great introduction to tree boosting: http://homes.cs.washington.edu/~tqchen/pdf/BoostedTree.pdf WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. The thumbnail image background was created by John Voo (CC BY 2.0), content-aware filling has been applied - https://flic.kr/p/BLphju Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePap... Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

3D Depth From a Single Photograph | Two Minute Papers #54

ZolWxY4f9wc | 20 Mar 2016

3D Depth From a Single Photograph | Two Minute Papers #54

This piece of work tries to estimate depth information from an input photogaph. This means that it looks at the photo and tries to tell how far away parts of the image are from the camera, and the final goal is that we provide a photograph for which the depth information is completely unknown and we ask the algorithm to provide it for us. _______________________________ The paper "3-D Depth Reconstruction from a Single Still Image" is available here: http://www.cs.cornell.edu/~asaxena/learningdepth/saxena_ijcv07_learningdepth.pdf The source of the shown video at the end: https://www.youtube.com/watch?v=GWWIn29ZV4Q WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail image background was created by Willy Verhulst (CC BY 2.0) - https://flic.kr/p/pZj8KD Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

How DeepMind's AlphaGo Defeated Lee Sedol | Two Minute Papers #53

a-ovvd_ZrmA | 15 Mar 2016

How DeepMind's AlphaGo Defeated Lee Sedol | Two Minute Papers #53

This time around, Google DeepMind embarked on a journey to write an algorithm that plays Go. Go is an ancient chinese board game where the opposing players try to capture each other's stones on the board. Behind the veil of this deceptively simple ruleset, lies an enormous layer of depth and complexity. As scientists like to say, the search space of this problem is significantly larger than that of chess. So large, that one often has to rely on human intuition to find a suitable next move, therefore it is not surprising that playing Go on a high level is, or maybe was widely believed to be intractable for machines. The result is Google DeepMind's AlphaGo, the deep learning technique that defeated a professional player and world champion, Lee Sedol. What it also important to note is that the techniques used in this algorithm are general, and can be used for a large number of different tasks. By this, I mean not AlphaGo specifically, but the Monte Carlo Tree Search, the value network and deep neural networks. ______________________ The paper "Mastering the Game of Go with Deep Neural Networks and Tree Search" is available here: https://storage.googleapis.com/deepmind-data/assets/papers/deepmind-mastering-go.pdf http://www.nature.com/nature/journal/v529/n7587/full/nature16961.html A great Go analysis video by Brady Daniels. Make sure to check it out and subscribe if you like what you see there! https://www.youtube.com/watch?v=dOQsYWxMNJQ The mentioned post on the Go reddit: https://www.reddit.com/r/baduk/comments/49y17z/the_true_strength_of_alphago/ Some clarification on what part of the algorithm is specific to Go and how: https://news.ycombinator.com/item?id=11280744 Go board image credits (all CC BY 2.0): Renato Ganoza - https://flic.kr/p/7nX4kK Jaro Larnos - https://flic.kr/p/dDeQU9 Luis de Bethencourt - https://flic.kr/p/4c5RaR WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The background of the thumbnail image is the property of Google DeepMind. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

10 More Cool Deep Learning Applications | Two Minute Papers #52

hPKJBXkyTKM | 13 Mar 2016

10 More Cool Deep Learning Applications | Two Minute Papers #52

In this episode, we present another round of incredible deep learning applications! _________________________ 1. Colorization - http://tinyclouds.org/colorize/ 2. RNN Music on Bob Sturm's YouTube channel - https://www.youtube.com/watch?v=RaO4HpM07hE 3. Flow Machines by Sony - https://www.youtube.com/watch?v=buXqNqBFd6E 4. RNN Passwords - https://github.com/gehaxelt/RNN-Passwords 5. Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding - http://arxiv.org/abs/1510.00149 6. Right Whale Kaggle Competition - http://felixlaumon.github.io/2015/01/08/kaggle-right-whale.html 7. Improving YouTube video thumbnails - http://youtube-eng.blogspot.hu/2015/10/improving-youtube-video-thumbnails-with_8.html 8. Celebrity super-resolution: https://github.com/mikesj-public/dcgan-autoencoder 9. Convolutional Neural Network visualization - http://scs.ryerson.ca/~aharley/vis/conv/ + Paper: http://scs.ryerson.ca/~aharley/vis/harley_vis_isvc15.pdf 10. DarkNet RNN writes in the style of George RR Martin - http://pjreddie.com/darknet/rnns-in-darknet/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz WE'D LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. The thumbnail image background was created by Dan Ruscoe (CC BY 2.0) - https://flic.kr/p/deHtEb Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

5000 Fellow Scholars Special! | Two Minute Papers

fpd_wiOsgDk | 06 Mar 2016

5000 Fellow Scholars Special! | Two Minute Papers

We have reached 5000 Fellow Scholars on Two Minute Papers! In this video I share my delight and talk a bit about our future plans with the series. ____________________ WE'D LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was created by Werwin15 (CC BY 2.0) - https://flic.kr/p/6uUa4p Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

How To Get Started With Machine Learning? | Two Minute Papers #51

4h0uC9FPVMQ | 02 Mar 2016

How To Get Started With Machine Learning? | Two Minute Papers #51

I get a lot of messages from you Fellow Scholars that you would like to get started in machine learning and are looking for materials. Below you find a ton of resources to get you started! __________________________ The AI Revolution: The Road to Superintelligence on Wait But Why: http://waitbutwhy.com/2015/01/artificial-intelligence-revolution-1.html http://waitbutwhy.com/2015/01/artificial-intelligence-revolution-2.html Superintelligence by Nick Bostrom: https://en.wikipedia.org/wiki/Superintelligence:_Paths,_Dangers,_Strategies Courses: Welch Labs - https://www.youtube.com/playlist?list=PLiaHhY2iBX9hdHaRr6b7XevZtgZRa1PoU Andrew Ng on Coursera - https://class.coursera.org/ml-005/lecture Andrew Ng (YouTube playlist) - https://www.youtube.com/playlist?list=PLA89DCFA6ADACE599 Nando de Freitas (UBC) - https://www.youtube.com/playlist?list=PLE6Wd9FR--Ecf_5nCbnSQMHqORpiChfJf Nando de Freitas (Oxford) - https://www.youtube.com/playlist?list=PLE6Wd9FR--EfW8dtjAuPoTuPcqmOV53Fu Nando de Freitas (more) - https://www.youtube.com/playlist?list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6 https://www.youtube.com/watch?v=PlhFWT7vAEw&list=PLjK8ddCbDMphIMSXn-w1IjyYpHU3DaUYw One more at Caltech - https://work.caltech.edu/telecourse.html Andrej Karpathy - https://www.youtube.com/playlist?list=PLkt2uSq6rBVctENoVBg1TpCC7OQi31AlC UC Berkeley - https://www.youtube.com/channel/UCshmLD2MsyqAKBx8ctivb5Q/videos Geoffrey Hinton - https://www.coursera.org/course/neuralnets Machine Learning specialization at Coursera - https://www.coursera.org/specializations/machine-learning MIT - http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/lecture-videos/ Mathematicalmonk's course: https://www.youtube.com/watch?v=yDLKJtOVx5c&list=PLD0F06AA0D2E8FFBA "Pattern Recognition and Machine Learning" by Christoper Bishop: http://research.microsoft.com/en-us/um/people/cmbishop/prml/ "Algorithms for Reinforcement Learning" by Csaba Szepesvári: http://www.ualberta.ca/~szepesva/papers/RLAlgsInMDPs.pdf A great talk on deep learning libraries: https://www.youtube.com/watch?v=Vf_-OkqbwPo Two great sources to check for new papers: http://gitxiv.com/top http://www.arxiv-sanity.com/top Recent machine learning papers on the arXiv: http://arxiv.org/list/stat.ML/recent The Machine Learning Reddit: http://www.reddit.com/r/MachineLearning/ One more great post on how to get started with machine learning: https://www.quora.com/How-do-I-get-started-in-machine-learning-both-theory-and-programming/answer/Sebastian-Raschka-1 A great blog post on how to get started with Keras: http://swanintelligence.com/first-steps-with-neural-nets-in-keras.html A website with lots of intuitive articles on deep learning: http://neuralnetworksanddeeplearning.com/ A free book on deep learning by Ian Goodfellow, Yoshua Bengio and Aaron Courville: http://www.deeplearningbook.org/ WE'D LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was created by C_osett - https://flic.kr/p/sDTYmm Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Awesome Research For Everyone! - Two Minute Papers Channel Trailer

_ZLXKt4L-AA | 02 Mar 2016

Awesome Research For Everyone! - Two Minute Papers Channel Trailer

Two Minute Papers is a series where the most recent and awesome scientific works are discussed in a simple and enjoyable way, two minutes at a time. Give it a try! A full playlist with every episode is available here: https://www.youtube.com/playlist?list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz ______________________ WE'D LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Vinay S. The thumbnail image was created by NASA (CC BY 2.0) - https://flic.kr/p/7GGgdx Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Interactive Photo Recoloring | Two Minute Papers #50

-dbkE4FFPrI | 28 Feb 2016

Interactive Photo Recoloring | Two Minute Papers #50

Image and color editing is an actively researched topic with really cool applications that you will see in a second. Most of the existing solutions are either easy to use but lack in expressiveness, or they are expressive, but too complex for novices to use. Computation time is also an issue as some of the operations in photoshop can take more than a minute to carry out. Using a naive color transfer technique would destroy a sizeable part of the dynamic range of the input image image, and hence, legitimate features which are all preserved if we use this algorithm instead. ______________________________ The paper "Palette-based Photo Recoloring" is available here: http://gfx.cs.princeton.edu/pubs/Chang_2015_PPR/index.php The thumbnail background image was created by zoutedrop (CC BY 2.0) - https://flic.kr/p/5E32Cc Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Deep Learning Program Learns to Paint | Two Minute Papers #49

UGAzi1QBVEg | 24 Feb 2016

Deep Learning Program Learns to Paint | Two Minute Papers #49

Artificial neural networks were inspired by the human brain and simulate how neurons behave when they are shown a sensory input (e.g., images, sounds, etc). They are known to be excellent tools for image recognition, any many other problems beyond that - they also excel at weather predictions, breast cancer cell mitosis detection, brain image segmentation and toxicity prediction among many others. Deep learning means that we use an artificial neural network with multiple layers, making it even more powerful for more difficult tasks. This time they have been shown to be apt at reproducing the artistic style of many famous painters, such as Vincent Van Gogh and Pablo Picasso among many others. All the user needs to do is provide an input photograph and a target image from which the artistic style will be learned. _______________________ The paper "Combining Markov Random Fields and Convolutional Neural Networks for Image Synthesis" is available here: http://arxiv.org/pdf/1601.04589v1.pdf Previous work - the paper "A Neural Algorithm of Artistic Style" is available here http://arxiv.org/pdf/1508.06576v2.pdf Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Recommended for you: Deep Neural Network Learns Van Gogh's Art - https://www.youtube.com/watch?v=-R9bJGNHltQ&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Artificial Neural Networks and Deep Learning - https://www.youtube.com/watch?v=rCWTOOgVXyE&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e How Does Deep Learning Work? - https://www.youtube.com/watch?v=He4t7Zekob0&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e 9 Cool Deep Learning Applications - https://www.youtube.com/watch?v=Bui3DWs02h4&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e The shown website with neural art: http://deepart.io/ Check this one out too (it is a different implementation)! https://deepforger.com/ https://twitter.com/deepforger Thumbnail image: Andreas Achenbach - Clearing Up Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Artistic Manipulation of Caustics | Two Minute Papers #48

K-0KJtk07YU | 21 Feb 2016

Artistic Manipulation of Caustics | Two Minute Papers #48

A caustic is a beautiful phenomenon in nature where curved surfaces reflect or refract light, thereby concentrating it to a relatively small area. Since we, humans are pretty bad at estimating how exactly caustics should look like, one can manipulate them to be more in line with their artistic vision. __________________________________ The paper "Stylized Caustics: Progressive Rendering of Animated Caustics" is available here: http://vc.cs.ovgu.de/files/publications/2016/Guenther_2016_EGb.pdf CynicatPro's channel is available here: https://www.youtube.com/user/CynicatPro/videos Recommended for you: Manipulating Photorealistic Renderings - https://www.youtube.com/watch?v=L7MOeQw47BM Ray Tracing / Subsurface Scattering @ Function 2015 - https://www.youtube.com/watch?v=qyDUvatu5M8 Metropolis Light Transport - https://www.youtube.com/watch?v=f0Uzit_-h3M The background of the thumbnail image was created by woodleywonderworks (CC BY 2.0) - https://flic.kr/p/2tKhPY Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Should You Take the Stairs at Work? (For Weight Loss) | Two Minute Papers #47

58tsN03IXlw | 18 Feb 2016

Should You Take the Stairs at Work? (For Weight Loss) | Two Minute Papers #47

Let's find out the answer to ever occurring question - if you are aiming for weight loss, should you take the stairs at work? How many calories do you burn by running up a few flights of stairs? There are so many rumors floating around, let's see what the researchers say! Scientists set up a controlled experiment where over a hundred subjects climbed 11 stories of staircases, ascending a total of 27 meters vertically. Their oxygen consumption and heart rate was measured, and most importantly for us, the amount of caloric cost of this undertaking. Hint: it is not so great for weight loss, but the oxygen and heart rate responses make it is a wonderful way to refresh your body and keep is healthy. Keep climbing! :) _________________ The paper "Heart rate, oxygen uptake, and energy cost of ascending and descending the stairs" is available here: https://www.researchgate.net/publication/11432301_Heart_rate_oxygen_uptake_and_energy_cost_of_ascending_and_descending_the_stairs http://www.ncbi.nlm.nih.gov/pubmed/11932581 The source of the thumbnail image (CC0): https://www.pexels.com/photo/stairs-staircase-28188/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

What is Impostor Syndrome? | Two Minute Papers #46

YPpIWQnufu8 | 15 Feb 2016

What is Impostor Syndrome? | Two Minute Papers #46

Who, or what is an impostor? An impostor is a person who deceives others by pretending to be someone else. In this episode, we look in the mind of someone who suffers from impostor syndrome and see the fickle understanding they have of their own achievements. Researchers, academics and high achieving women are especially vulnerable to this condition. There will also be a few words on how to treat it. __________________________ The paper "The imposter phenomenon in high achieving women: Dynamics and therapeutic intervention" is available here: http://www.suzanneimes.com/wp-content/uploads/2012/09/Imposter-Phenomenon.pdf An article on Hayden Christensen: http://www.vulture.com/2015/12/hayden-christensen-quit-movies-after-star-wars.html The filmography of Hayden Christensen: https://en.wikipedia.org/wiki/Hayden_Christensen Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Biophysical Skin Aging Simulations | Two Minute Papers #45

u3C4zkxNtok | 10 Feb 2016

Biophysical Skin Aging Simulations | Two Minute Papers #45

The faithful simulation of human skin is incredibly important both in computer games, the movie industry, and also in medical sciences. The appearance of our face is strongly determined by the underlying structure of our skin. Human skin changes significantly with age. Scientists at the University of Zaragoza came up with a really cool, fully-fledged biophysically-based model that opens up the possibility of simply specifying intuitive parameters like age, gender, skin type, and get, after some processing, a much lighter skin representation ready to generate photorealistic rendered results in real time. _________________________ The paper "A Biophysically-Based Model of the Optical Properties of Skin Aging" is available here: http://giga.cps.unizar.es/~ajarabo/pubs/skinAgingEG15/ The thumbnail image was taken from this work. Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Extrapolations and Crowdfunded Research (Experiment) | Two Minute Papers #44

AHl2JjGsu0s | 06 Feb 2016

Extrapolations and Crowdfunded Research (Experiment) | Two Minute Papers #44

What is extrapolation? Extrapolation basically means continuing lines (or connecting dots, if you like this intuition better). A good example is when we have data for something from the last few days or years, and would like to have a forecast for the future. We will do some linear and nonlinear extrapolations (and learn what they mean) and try to find out the amount of money Experiment will raise for open research. Experiment is a cool new startup that is trying to accelerate progress in research by crowdsourcing it. ______________________ Logarithmic growth examples from the comments: - athletic training - at first, you make great improvements, then as you approach the limits of your endurance, progress slows down, and eventually stops (Morten Eriksen), - The approximate number of Olympic records on the men's 100 m sprint (RelatedGiraffe), - Bacterial growth. At first, there is a lot of sugar to feed bacteria but there simply aren't that many bacteria and they split as fast as they possibly can, roughly doubling each time step. But eventually the limits of the available sugar become apparent and newly born bacteria either don't find enough nutrition to split again or they outright starve. Inevitably you run into a balance where about as many bacteria die as are born and thus the population growth runs flat (Kram). Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Experiment, crowdsourcing research: https://experiment.com/ Links to Wolfram|Alpha to reproduce the experiments ( Linear fit: http://www.wolframalpha.com/input/?i=linear+fit+52700,+527197,+766924,+3856542 Quadratic fit: http://www.wolframalpha.com/input/?i=quadratic+fit+52700,+527197,+766924,+3856542 Logarithmic fit: http://www.wolframalpha.com/input/?i=logarithmic+fit+52700,+527197,+766924,+3856542 Plot ALL the functions! http://www.wolframalpha.com/input/?i=plot+sqrt%28x%29+and+x+and+x%5E2+and+e%5Ex-2+where+x+%3D+0..5+y%3D0..4 One more great image to explain the concept of sublinear and superlinear: http://deliveryimages.acm.org/10.1145/2720000/2719919/figs/f1.jpg The good old xkcd: https://xkcd.com/605/ The thumbnail image background was created by NIAID (CC BY 2.0): https://flic.kr/p/rg1p9H Animation at the start (MIT license): https://www.shadertoy.com/view/llXSD7 Pregnant lady image by Tobias Lindman (CC BY 2.0): https://flic.kr/p/nhZ7Yh Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Breaking Deep Learning Systems With Adversarial Examples | Two Minute Papers #43

j9FLOinaG94 | 03 Feb 2016

Breaking Deep Learning Systems With Adversarial Examples | Two Minute Papers #43

Artificial neural networks are computer programs that try to approximate what the human brain does to solve problems like recognizing objects in images. In this piece of work, the authors analyze the properties of these neural networks and try to unveil what exactly makes them think that a paper towel is a paper towel, and, building on this knowledge, try to fool these programs. Carefully crafted adversarial examples can be used to fool deep neural network reliably. _______________ The paper "Intriguing properties of neural networks" is available here: http://arxiv.org/abs/1312.6199 The paper "Explaining and Harnessing Adversarial Examples" is available here: http://arxiv.org/abs/1412.6572 Image credits: Thumbnail image - https://www.flickr.com/photos/healthblog/8384110298 (CC BY-SA 2.0) Shower cap - Code Words / Julia Evans - https://codewords.recurse.com/issues/five/why-do-neural-networks-think-a-panda-is-a-vulture MNIST - hxhl95 Andrej Karpathy's online convolutional neural network: http://cs.stanford.edu/people/karpathy/convnetjs/demo/cifar10.html Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

How DeepMind Conquered Go With Deep Learning (AlphaGo) | Two Minute Papers #42

IFmj5M5Q5jg | 31 Jan 2016

How DeepMind Conquered Go With Deep Learning (AlphaGo) | Two Minute Papers #42

This time around, Google DeepMind embarked on a journey to write an algorithm that plays Go. Go is an ancient chinese board game where the opposing players try to capture each other's stones on the board. Behind the veil of this deceptively simple ruleset, lies an enormous layer of depth and complexity. As scientists like to say, the search space of this problem is significantly larger than that of chess. So large, that one often has to rely on human intuition to find a suitable next move, therefore it is not surprising that playing Go on a high level is, or maybe was widely believed to be intractable for machines. The result is Google DeepMind's AlphaGo, the deep learning technique that defeated a professional player and European champion, Fan Hui. __________________ The paper "Mastering the Game of Go with Deep Neural Networks and Tree Search" is available here: https://storage.googleapis.com/deepmind-data/assets/papers/deepmind-mastering-go.pdf http://www.nature.com/nature/journal/v529/n7587/full/nature16961.html Wired's coverage of AlphaGo: http://www.wired.com/2016/01/in-a-huge-breakthrough-googles-ai-beats-a-top-player-at-the-game-of-go/ Video coverage from DeepMind and Nature: https://www.youtube.com/watch?v=g-dKXOlsf98 https://www.youtube.com/watch?v=SUbqykXVx0A Myungwan Kim analysis: https://www.youtube.com/watch?v=NHRHUHW6HQE Photo credits: Watson - AP Photo/Jeopardy Productions, Inc. Fan Hui match photo - Google DeepMind - https://www.youtube.com/watch?v=SUbqykXVx0A Go board image credits (all CC BY 2.0): Renato Ganoza - https://flic.kr/p/7nX4kK Jaro Larnos (changes were applied, mostly recoloring) - https://flic.kr/p/dDeQU9 Luis de Bethencourt - https://flic.kr/p/4c5RaR Detailed analysis of the games against Fan Hui and some more speculation: https://www.reddit.com/r/MachineLearning/comments/43fl90/synopsis_of_top_go_professionals_analysis_of/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

What Do Virtual Objects Sound Like? | Two Minute Papers #41

ZaFqvM1IsP8 | 27 Jan 2016

What Do Virtual Objects Sound Like? | Two Minute Papers #41

In many episodes about computer graphics, we explored works on how to simulate the motion and the collision of different bodies. However, sounds are just as important as visuals, and there are really cool techniques out there that take the geometry and material description of such objects and they simulate how smashing them together would sound like. What is really cool is that the technique also offers editing capabilities. You compute a simulation only once, and then, edit and explore as much as you desire. __________________________ The paper "Interactive Acoustic Transfer Approximation for Modal Sound " is available here: http://www.cs.columbia.edu/cg/transfer/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Simulating Viscosity and Melting Fluids | Two Minute Papers #40

KgIrnR2O8KQ | 24 Jan 2016

Simulating Viscosity and Melting Fluids | Two Minute Papers #40

In this series, we have studied fluid simulations extensively. But we haven't talked about one important quantity that describes a fluid, and this quantity is none other than viscosity. Viscosity means the resistance of a fluid against deformation. The large viscosity of honey makes it highly resistant to deformation, and this is responsible for its famous and beautiful coiling effect. Water, however, does not have a lot of objections against deformations, making it so easy to pour it into a glass. With this piece of work, it is possible to efficiently simulate the motion of fluids, and it supports the simulation of a large range of viscosities. __________________________ The paper "An Implicit Viscosity Formulation for SPH Fluids" is available here: http://cg.informatik.uni-freiburg.de/publications/2015_SIGGRAPH_viscousSPH.pdf Recommended for you: Painting with Fluid Simulations - https://www.youtube.com/watch?v=1aVSb-UbYWc Modeling Colliding and Merging Fluids - https://www.youtube.com/watch?v=uj8b5mu0P7Y Adaptive Fluid Simulations - https://www.youtube.com/watch?v=dH1s49-lrBk Video source: Smarter Every Day - https://www.youtube.com/watch?v=zz5lGkDdk78 The thumbnail image was created by Dino Giordano (CC BY 2.0) - https://flic.kr/p/4p9z4w Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Interactive Editing of Subsurface Scattering | Two Minute Papers #39

eI_QUtgJHH8 | 20 Jan 2016

Interactive Editing of Subsurface Scattering | Two Minute Papers #39

Subsurface scattering is a technique to model light transport not between surfaces, but volumes - it therefore enables rendering digital images of human skin, marble, milk, and many other translucent materials. This piece of work takes this a step beyond, and offers a compelling solution to editing subsurface scattering. ______________________________ The paper "Interactive Albedo Editing in Path-Traced Volumetric Materials" is available here: http://graphics.berkeley.edu/papers/Milos-IAE-2013-02/ Recommended for you: More on subsurface scattering - https://www.youtube.com/watch?v=qyDUvatu5M8 Image credits (CC-BY): https://flic.kr/p/9RCYEw https://flic.kr/p/38fLAH https://flic.kr/p/5EP5bw https://en.wikipedia.org/wiki/Subsurface_scattering#/media/File:Skin_Subsurface_Scattering.jpg Blender scene file for the burning flame: http://www.blendswap.com/blends/view/74722 Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

3D Printing Objects With Caustics | Two Minute Papers #38

_r-eIKkyAco | 17 Jan 2016

3D Printing Objects With Caustics | Two Minute Papers #38

What are caustics? A caustic is a beautiful phenomenon in nature where curved surfaces reflect or refract light, thereby concentrating it to a relatively small area. This technique makes it possible to essentially imagine any kind of caustic pattern, for instance, this brain pattern, and it will create the model that will cast caustics that look exactly like that. It also works with sunlight, and you can also choose different colors for your caustics. The authors found their simulations to be in good agreement with reality, therefore the desired caustic patterns can be fabricated faithfully. ___________________________ The paper "High-contrast Computational Caustic Design" is available here: http://chateaunoir.net/caustics.html The full Rendering course at the TU Wien is available here: https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi More results from this project are available here: http://rayform.ch/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Image credits (all CC-BY): https://en.wikipedia.org/wiki/Caustic_(optics) https://www.flickr.com/photos/fdecomite/2486275725 https://flic.kr/p/pamCiP https://flic.kr/p/nD7Ex https://flic.kr/p/iJUi3 https://flic.kr/p/8DvPiz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Designing 3D Printable Robotic Creatures | Two Minute Papers #37

ImIaoKsjgUE | 12 Jan 2016

Designing 3D Printable Robotic Creatures | Two Minute Papers #37

This episode covers a paper from Disney Research on how to design 3D printable robots. In order to get a robot from A to B, one has to specify scientific attributes like trajectories and angular velocities. But people don't think in angular velocities, they think in intuitive actions, like moving forward, sideways, or even the style of a desired movement. Specifying these things instead would be much more useful, but also, scientifically quite challenging. One can specify the design of the robot, for instance, different shapes, motor positions, and joints can be added, and the technique finds out a physically plausible way for them to walk and move around. ____________________________ The paper "Interactive Design of 3D Printable Robotic Creatures" is available here: https://www.disneyresearch.com/publication/interactive-design-of-3d-printable-robotic-creatures/ Recommended for you: - Hydrographic Printing (in 3D) https://www.youtube.com/watch?v=kLnG073NYtw - 3D Printing a Glockenspiel https://www.youtube.com/watch?v=2kOCTf8jIik Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background image was taken from the paper linked above. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Designing Cities and Furnitures With Machine Learning | Two Minute Papers #36

kMa_B3wLxAM | 09 Jan 2016

Designing Cities and Furnitures With Machine Learning | Two Minute Papers #36

Creating geometry for a computer game or a movie is a very long and arduous task. For instance, if we would like to populate a virtual city with buildings, it would cost a ton of time and money and of course, we would need quite a few artists. This piece of work solves this problem in a very elegant and convenient way: it learns the preference of the user, then creates and recommends a set of solutions that are expected to be desirable. The weapon of choice to accomplish this was Gaussian Process Regression. ___________________________________ The paper "Interactive Design of Probability Density Functions for Shape Grammars" is available here: http://lgg.epfl.ch/publications/2015/proman/index.php The thumbnail image was created by See-ming Lee (nice name, btw!) (CC BY 2.0) - https://flic.kr/p/oewqwn Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

9 Cool Deep Learning Applications | Two Minute Papers #35

Bui3DWs02h4 | 05 Jan 2016

9 Cool Deep Learning Applications | Two Minute Papers #35

Machine learning provides us an incredible set of tools. If you have a difficult problem at hand, you don't need to hand craft an algorithm for it. It finds out by itself what is important about the problem and tries to solve it on its own. In this video, you'll see a number of incredible applications of different machine learning techniques (neural networks, deep learning, convolutional neural networks and more). Note: the fluid simulation paper is using regression forests, which is a machine learning technique, but not strictly deep learning. There are variants of it that are though (e.g., Deep Neural Decision Forests). ________________________ The paper "Toxicity Prediction using Deep Learning" and "Prediction of human population responses to toxic compounds by a collaborative competition" are available here: http://arxiv.org/pdf/1503.01445.pdf http://www.nature.com/nbt/journal/v33/n9/full/nbt.3299.html The paper "A Comparison of Algorithms and Humans For Mitosis Detection" is available here: http://people.idsia.ch/~juergen/deeplearningwinsMICCAIgrandchallenge.html http://people.idsia.ch/~ciresan/data/isbi2014.pdf Kaggle-related things: http://kaggle.com https://www.kaggle.com/c/dato-native http://blog.kaggle.com/2015/12/03/dato-winners-interview-1st-place-mad-professors/ The paper "Deep AutoRegressive Networks" is available here: http://arxiv.org/pdf/1310.8499v2.pdf https://www.youtube.com/watch?v=-yX1SYeDHbg The furniture completion paper, "Data-driven Structural Priors for Shape Completion" is available here: http://cs.stanford.edu/~mhsung/projects/structure-completion Data-driven fluid simulations using regression forests: https://graphics.ethz.ch/~sobarbar/papers/Lad15/DatadrivenFluids.mov https://www.inf.ethz.ch/personal/ladickyl/fluid_sigasia15.pdf Selfies and convolutional neural networks: http://karpathy.github.io/2015/10/25/selfie/ Multiagent Cooperation and Competition with Deep Reinforcement Learning: http://arxiv.org/abs/1511.08779 https://www.youtube.com/watch?v=Gb9DprIgdGw&list=PLfLv_F3r0TwyaZPe50OOUx8tRf0HwdR_u https://github.com/NeuroCSUT/DeepMind-Atari-Deep-Q-Learner-2Player Kaggle automatic essay scoring contest: https://www.kaggle.com/c/asap-aes http://www.vikparuchuri.com/blog/on-the-automated-scoring-of-essays/ Great talks on Kaggle: https://www.youtube.com/watch?v=9Zag7uhjdYo https://www.youtube.com/watch?v=OKOlO9nIHUE https://www.youtube.com/watch?v=R9QxucPzicQ The thumbnail image was created by Barn Images - https://flic.kr/p/xxBc94 Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Neural Programmer-Interpreters Learn To Write Programs | Two Minute Papers #34

B70tT4WMyJk | 31 Dec 2015

Neural Programmer-Interpreters Learn To Write Programs | Two Minute Papers #34

In machine learning, we usually have a set of problems for which we are looking for solutions. For instance, "here is an image, please tell me what is seen on it". Or, "here is a computer game, please beat level three". One problem, one solution. In this case, we are not looking for one solution, we are looking for a computer program, an algorithm, that can solve any number of problems of the same kind. It can also learn how to rotate images of different cars around to obtain a frontal pose. This technique can learn from someone how to sort a set of 20 numbers and generalize its knowledge to much longer sequences. ______________________ The paper "Neural Programmer-Interpreters" is available here: http://www-personal.umich.edu/~reedscot/iclr_project.html The thumbnail image was created by Iwan Gabovitch (CC BY 2.0) - https://flic.kr/p/paxzB9 Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Peer Review #1 [Audio only] | Two Minute Papers

zzwCbhI2iOA | 24 Dec 2015

Peer Review #1 [Audio only] | Two Minute Papers

I wish a merry Christmas to all of you Fellow Scholars! __________________ The technique "Separable Subsurface Scattering" was used to create this thumbnail image: https://cg.tuwien.ac.at/~zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/ The thumbnail image was created by Christian Freude. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Painting with Fluid Simulations | Two Minute Papers #33

1aVSb-UbYWc | 20 Dec 2015

Painting with Fluid Simulations | Two Minute Papers #33

As there is a lot of progress in simulating the motion of fluids, and paint is a fluid, then why not simulate the process of painting on a canvas? The simulations with this technique are so detailed that even the bristle interactions are taken into consideration, therefore one can capture artistic brush stroke effects like stabbing. Traditional techniques cannot even come close to simulating such sophisticated effects. ______________________ The paper "Wetbrush: GPU-based 3D painting simulation at the bristle level" is available here: http://web.cse.ohio-state.edu/~whmin/publications.html Recommended for you: Adaptive Fluid Simulations - https://www.youtube.com/watch?v=dH1s49-lrBk&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail image was taken from the mentioned paper. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

How Do Genetic Algorithms Work? | Two Minute Papers #32

ziMHaGQJuSI | 16 Dec 2015

How Do Genetic Algorithms Work? | Two Minute Papers #32

Genetic algorithms are in the class of evolutionary algorithms that build on the principle of "survival of the fittest". By recombining the best solutions of a population and every now and then mutating them, one can solve remarkably difficult problems that would otherwise be hopelessly difficult to write programs for. One of the first works of genetic algorithms, "Adaptation in Natural and Artificial Systems" by John H. Holland: https://mitpress.mit.edu/books/adaptation-natural-and-artificial-systems _____________________ A parallel genetic algorithm for the Mona Lisa problem: https://cg.tuwien.ac.at/~zsolnai/gfx/mona_lisa_parallel_genetic_algorithm/ A parallel, console genetic algorithm for the 0-1 knapsack problem: https://cg.tuwien.ac.at/~zsolnai/gfx/knapsack_genetic/ John Henry Holland, the father of genetic algorithms: https://en.wikipedia.org/wiki/John_Henry_Holland Try this out, it's really fun! - http://boxcar2d.com The mentioned book is called "The Blind Watchmaker" by Richard Dawkins. The thumbnail background image was created by Karen Roe (CC BY 2.0) - https://flic.kr/p/ezxAbk Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

OpenAI - Non-profit AI company by Elon Musk and Sam Altman

AbcRlDBnwjM | 12 Dec 2015

OpenAI - Non-profit AI company by Elon Musk and Sam Altman

Elon Musk and Sam Altman founded a non-profit artificial intelligence research company that they call OpenAI. The funders have committed over one billion dollars for this cause. Their goal with OpenAI is to make progress towards superintelligence, leveraging their non-profit nature to make sure that such a breakthrough will be done in a controlled and beneficial way. ______________________ News source: https://medium.com/backchannel/how-elon-musk-and-y-combinator-plan-to-stop-computers-from-taking-over-17e0e27dd02a OpenAI website: https://openai.com/blog/introducing-openai/ Recommended for you: Artificial Superintelligence - https://www.youtube.com/watch?v=08V_F19HUfI&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Are We Living In a Computer Simulation? https://www.youtube.com/watch?v=ATN9oqMF_qk&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e The thumbnail image background was created by Steve Jurvetson(CC BY 2.0) - https://flic.kr/p/5uzuFL Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Randomness and Bell's Inequality [Audio only] | Two Minute Papers #31

674DL39dOOQ | 10 Dec 2015

Randomness and Bell's Inequality [Audio only] | Two Minute Papers #31

In this episode, we discuss what makes an event random, and how incredible it is what Bell's theorem (or inequality) has to say about truly random events. Note: "local" means that information from the hidden variable doesn't travel faster than light. __________________________ The paper "On the Einstein Podolsky Rosen Paradox" is available here: http://www.drchinese.com/David/Bell_Compact.pdf http://homepages.physik.uni-muenchen.de/~vondelft/Lehre/09qm/lec21-22-BellInequalities/Bell1964.pdf Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail image was created by Giovanni Arteaga (CC BY 2.0) - https://flic.kr/p/8M11b6 Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Automatic Parameter Control for Metropolis Light Transport | Two Minute Papers #30

9wOBkJJ-w2s | 03 Dec 2015

Automatic Parameter Control for Metropolis Light Transport | Two Minute Papers #30

Photorealistic rendering (also called global illumination) enables us to see how digital objects would look like in real life. It is an amazingly powerful tool in the hands of a professional artist, who can create breathtaking images or animations with. Metropolis light transport is an advanced photorealistic rendering technique that is remarkably effective at finding the brighter regions of a scene and building many light paths that target these regions. The resulting algorithm is more efficient than traditional random path building algorithms, such as path tracing. This algorithm endeavors to choose an optimal mixture between naive random path sampling techniques (such as path tracing and bidirectional path tracing) and Metropolis Light Transport. ___________________ The paper "Automatic Parameter Control for Metropolis Light Transport" is available here: https://cg.tuwien.ac.at/~zsolnai/gfx/adaptive_metropolis/ We thank Kai Schwebke for providing LuxTime, Vlad Miller for the Spheres, Giulio Jiang for the Chess, Aaron Hill for the Cornell Box, Andreas Burmberger for the Cherry Splash and Glass Ball scenes. I held a course on photorealistic rendering at the Technical University of Vienna. Here you can learn how the physics of light works and to write programs like this: https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Artificial Superintelligence [Audio only] | Two Minute Papers #29

08V_F19HUfI | 29 Nov 2015

Artificial Superintelligence [Audio only] | Two Minute Papers #29

Humanity is getting closer and closer to creating human-level intelligence. The question nowadays is not if it will happen, but when it will be happen. Through recursive self-improvement, machine intelligence may quickly surpass the level of humans, creating an artificial superintelligent entity. The intelligence of such entity is so unfathomable, that we cannot even wrap our head around what it would be capable of, just as ants cannot grasp the concept of radio waves. Elon Musk compares creating an artificial superintelligence to "summoning the demon", and he offered 10 million dollars to research a safe way to develop this technology. ___________________________ Recommended for you: Are We Living In a Computer Simulation? - https://www.youtube.com/watch?v=ATN9oqMF_qk&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e A great article on Superintelligence on Wait But Why (there are two parts): http://waitbutwhy.com/2015/01/artificial-intelligence-revolution-1.html http://waitbutwhy.com/2015/01/artificial-intelligence-revolution-2.html A talk from Tim Urban, author of Wait But Why: https://www.youtube.com/watch?v=O7xfJVvlqdE One more excellent article reflecting on the article above: http://lukemuehlhauser.com/a-reply-to-wait-but-why-on-machine-superintelligence/ Nick Bostrom - Artificial Superintelligence: http://www.amazon.com/gp/product/0199678111?ref_=cm_sw_r_awd_fkm-tb0J07SSW Elon Musk's $10 million for ethical AI research: http://www.forbes.com/sites/ericmack/2015/01/15/elon-musk-puts-down-10-million-to-fight-skynet/ A neat study from the Machine Intelligence Research Institute (MIRI): https://intelligence.org/files/CEV.pdf Nick Bostrom's poll on when we will achieve superintelligence: http://sophia.de/pdf/2014_PT-AI_polls.pdf A science paper claims that our knowledge about the genetic human-mammal differences may be misguided: http://www.plosgenetics.org/article/info%3Adoi%2F10.1371%2Fjournal.pgen.1004525 Excellent discussions on superintelligence: https://www.youtube.com/watch?v=MnT1xgZgkpk https://www.youtube.com/watch?v=pywF6ZzsghI https://www.youtube.com/watch?v=h9NB0EQ9iQg Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Two CC0 images were edited together for the thumbnail screen. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Are We Living In a Computer Simulation? | Two Minute Papers #28

ATN9oqMF_qk | 25 Nov 2015

Are We Living In a Computer Simulation? | Two Minute Papers #28

It's time to set foot in the wonderful landscape of philosophy in Two Minute Papers! We never discussed a philosophy paper before, so what would be a better opportunity to talk about the possibility whether we're living in a computer simulation? There are many interesting debates among philosophers on crazy elusive topics, like "prove to me that I'm not in a dream", or "I'm not just a brain in a bottle somewhere that is being fed sensory inputs. In his paper, Nick Bostrom, philosopher offers us a refreshing take on the simulation argument, and argues that at least one of the three propositions is true: - almost all advanced civilizations go extinct before achieving technological maturity, - there is a strong convergence among technologically mature civilizations in that none of them are interested in creating ancestor simulations, - we are living in a simulation There is no conclusion to the simulation argument at the moment - no one really knows what the answer is, this is open to debate, and this is what makes it super interesting. ____________________________ The paper "Are we living in a computer simulation?" from Nick Bostrom is available here: http://www.simulation-argument.com/simulation.pdf http://www.simulation-argument.com/simulation.html Is War Over? — A Paradox Explained by Kurzgesagt: https://www.youtube.com/watch?v=NbuUW9i-mHs Recommended for you: Google DeepMind's Deep Q-Learning & Superhuman Atari Gameplays - https://www.youtube.com/watch?v=Ih8EfvOzBOY&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e The cover image was made by Tyler Hebert (CC BY 2.0, modifications: flipped, darkened, added lens flare and content-aware fill) - https://flic.kr/p/fo8vBn Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Google DeepMind's Deep Q-Learning & Superhuman Atari Gameplays | Two Minute Papers #27

Ih8EfvOzBOY | 22 Nov 2015

Google DeepMind's Deep Q-Learning & Superhuman Atari Gameplays | Two Minute Papers #27

Google DeepMind implemented an artificial intelligence program using deep reinforcement learning that plays Atari games and improves itself to a superhuman level. The technique is called deep Q-learning, it uses a combination of deep neural networks and reinforcement learning, and it is capable of playing many Atari games as good or better than humans. After presenting their initial results with the algorithm, Google almost immediately acquired the company for several hundred million dollars, hence the name Google DeepMind. I am sure that this is one of the biggest triumphs of deep learning, especially given the fact that now the first few successful experiments for 3D games are out there! ________________________ The Nature paper "Human-level control through deep reinforcement learning" is available here: http://www.nature.com/nature/journal/v518/n7540/full/nature14236.html http://www.cs.swarthmore.edu/~meeden/cs63/s15/nature15b.pdf The code is available here: https://sites.google.com/a/deepmind.com/dqn/ Ilya Kuzovkin's fork with visualization: https://github.com/kuz/DeepMind-Atari-Deep-Q-Learner This configuration file will run Ilya Kuzovkin's version with less than 1GB of VRAM: http://cg.tuwien.ac.at/~zsolnai/wp/wp-content/uploads/2015/03/run_gpu Recommended for you: Artificial Neural Networks and Deep Learning - https://www.youtube.com/watch?v=rCWTOOgVXyE&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Recurrent Neural Network Writes Sentences About Images - https://www.youtube.com/watch?v=e-WB4lfg30M&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Deep Neural Network Learns Van Gogh's Art - https://www.youtube.com/watch?v=-R9bJGNHltQ&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Terrain Traversal with Reinforcement Learning - https://www.youtube.com/watch?v=_yjHPu1aYCY&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail was made by moparx - https://flic.kr/p/76foMV Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Multiple-Scattering Microfacet BSDFs with the Smith Model

JtBTffVVa-c | 21 Nov 2015

Multiple-Scattering Microfacet BSDFs with the Smith Model

The paper "Multiple-Scattering Microfacet BSDFs with the Smith Model" is available here: https://eheitzresearch.wordpress.com/240-2/ Update: it is being added to Blender's Cycles! - https://developer.blender.org/D2002 Modeling multiple scattering in microfacet theory is considered an important open problem because a non-negligible portion of the energy leaving rough surfaces is due to paths that bounce multiple times. In this paper we derive the missing multiple-scattering components of the popular family of BSDFs based on the Smith microsurface model. Our derivations are based solely on the original assumptions of the Smith model. We validate our BSDFs using raytracing simulations of explicit random Beckmann surfaces. ______________________________ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Terrain Traversal with Reinforcement Learning | Two Minute Papers #26

_yjHPu1aYCY | 18 Nov 2015

Terrain Traversal with Reinforcement Learning | Two Minute Papers #26

Reinforcement learning is a technique that can learn how to play computer games, or any kind of activity that requires a sequence of actions. In this case, we would like a digital dog to run, and leap over and onto obstacles by choosing the optimal next action. It is quite difficult as there are a lot of body parts to control in harmony. And what is really amazing is that if it has learned everything properly, it will come up with exactly the same movements as we'd expect animals to do in real life! In this technique, dogs were used to demonstrate that reinforcement learning works well in this context, but it's worth noting that it also works with bipeds. _____________________________ The paper "Dynamic Terrain Traversal Skills Using Reinforcement Learning " is available here: http://www.cs.ubc.ca/~van/papers/2015-TOG-terrainRL/ Recommended for you: Digital Creatures Learn To Walk - https://www.youtube.com/watch?v=kQ2bqz3HPJE Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Thumbnail image by localpups (CC BY 2.0). It was slightly edited (flipped, color adjustments, content aware filling) - https://flic.kr/p/wXfFt1 Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Cryptography, Perfect Secrecy and One Time Pads | Two Minute Papers #25

Q-XKOPNIDAg | 15 Nov 2015

Cryptography, Perfect Secrecy and One Time Pads | Two Minute Papers #25

Cryptography helps us to communicate securely with someone in the presence of third parties. We use this when we do for instance, online banking or even as mundane tasks as reading our gmail. In this episode, we review some cipher techniques such as the Caesar cipher, rot13, and as we find out how easy they are to break, we transition to the only known technique to yield perfect secrecy: one time pads. Are they practical enough for everyday use? How do our findings relate to extraterrestrial communications? Both questions get answered in the video. Additional comment: "In modern certification cryptanalysis, if a cipher output can be distinguished from a PRF (pseudo random functions), it's enough to deem it broken." - Source: https://twitter.com/cryptoland/status/666721478675668993 ______________________ The paper "Cipher printing telegraph systems: For secret wire and radio telegraphic communications" is available here: http://math.boisestate.edu/~liljanab/Math509Spring10/vernam.pdf You can try encrypting your own messages on these websites: http://practicalcryptography.com/ciphers/caesar-cipher/ http://rot13.com/index.php http://www.braingle.com/brainteasers/codes/onetimepad.php Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background was created by Adam Foster (CC BY 2.0) - https://flic.kr/p/b99vsi Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

How Does Deep Learning Work? | Two Minute Papers #24

He4t7Zekob0 | 11 Nov 2015

How Does Deep Learning Work? | Two Minute Papers #24

Artificial neural networks provide us incredibly powerful tools in machine learning that are useful for a variety of tasks ranging from image classification to voice translation. So what is all the deep learning rage about? The media seems to be all over the newest neural network research of the DeepMind company that was recently acquired by Google. They used neural networks to create algorithms that are able to play Atari games, learn them like a human would, eventually achieving superhuman performance. Deep learning means that we use artificial neural network with multiple layers, making it even more powerful for more difficult tasks. These machine learning techniques proved to be useful for many tasks beyond image recognition: they also excel at weather predictions, breast cancer cell mitosis detection, brain image segmentation and toxicity prediction among many others. In this episode, an intuitive explanation is given to show the inner workings of deep learning algorithms. ________________________ Original blog post by Christopher Olah (source of many images): http://colah.github.io/posts/2014-03-NN-Manifolds-Topology/ You can train your own deep neural networks on Andrej Karpathy's website: http://cs.stanford.edu/people/karpathy/convnetjs/demo/classify2d.html Images used in this video: Bunny by Tomi Tapio K (CC BY 2.0) - https://flic.kr/p/8EbcEk Train by B4bees (CC BY 2.0) - https://flic.kr/p/6RzHe4 Train with bunny by Alyssa L. Miller (CC BY 2.0) - https://flic.kr/p/5WPeRN The knot theory blackboard image was created by Clayton Shonkwiler (CC BY 2.0) https://flic.kr/p/64FYv The tangled knot image was created by Mikael Hvidtfeldt Christensen (CC BY 2.0) https://flic.kr/p/beYG9D The thumbnail image is a work of Duncan Hull (CC BY 2.0) - https://flic.kr/p/98qtJB Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Recurrent Neural Network Writes Sentences About Images | Two Minute Papers #23

e-WB4lfg30M | 07 Nov 2015

Recurrent Neural Network Writes Sentences About Images | Two Minute Papers #23

This technique is a combination of two powerful machine learning algorithms: - convolutional neural networks are excellent at image classification, i.e., finding out what is seen on an input image, - recurrent neural networks that are capable of processing a sequence of inputs and outputs, therefore it can create sentences of what is seen on the image. Combining these two techniques makes it possible for a computer to describe in a sentence what is seen on an input image. _____________________ The paper "Deep Visual-Semantic Alignments for Generating Image Descriptions" is available here: http://cs.stanford.edu/people/karpathy/deepimagesent/ A gallery with more results with the same algorithm: http://cs.stanford.edu/people/karpathy/deepimagesent/generationdemo/ You can train your own convolutional neural network here: http://cs.stanford.edu/people/karpathy/convnetjs/demo/cifar10.html The source code for the project is now available here: https://github.com/karpathy/neuraltalk2 Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail image background was made by Georgie Pauwels (CC BY 2.0) - https://flic.kr/p/qrRciQ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Be a Part of Two Minute Papers on Patreon!

iuJwmM2-JWM | 06 Nov 2015

Be a Part of Two Minute Papers on Patreon!

You can now be a part of Two Minute Papers on Patreon!- https://www.patreon.com/TwoMinutePapers Two Minute Papers is a series where I explain the latest and greatest research in a way that is understandable and enjoyable to everyone. Research papers are for experts, but Two Minute Papers is for everyone. Creating each of these videos is a lot of work: I do almost everything on my own: researching these topics, audio recordings, audio engineering, and putting the videos together. And my wife, Felícia designs beautiful thumbnails for of them. If you decide to support the series on Patreon, I am tremendously grateful for you to keep the series going! If you don't want to spend a dime, no worries, it's perfectly okay! Two Minute Papers will always remain free for everyone. I'm looking forward to greeting you in our growing club of fellow scholars! ____________________________ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Automatic Lecture Notes From Videos | Two Minute Papers #22

8xjTtE3JCDw | 03 Nov 2015

Automatic Lecture Notes From Videos | Two Minute Papers #22

Blackboard-style teaching videos are quite popular nowadays on YouTube, they are excellent materials to study a variety of topics ranging from history to mathematics. These videos augment textbooks quite well, but they have a drawback: it is not possible to search them easily. This piece of work creates an interactive textbook from a blackboard-style input video, where images and text are interleaved to offer an easily digestible lecture note for students. ____________________________ The paper "Visual Transcripts: Lecture Notes from Blackboard-Style Lecture Videos" is available here: http://web.mit.edu/hishin/www/paper.pdf http://graphics.csail.mit.edu/publications/2015 Khan Academy: https://www.khanacademy.org/ This image was used for the thumbnail by Mississippi Mike (public domain): https://flic.kr/p/votVC2 Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Real-Time Facial Expression Transfer | Two Minute Papers #21

mkI6qfpEJmI | 30 Oct 2015

Real-Time Facial Expression Transfer | Two Minute Papers #21

In computer animation, animating human faces is an art itself, but transferring expressions from one human to someone else is an even more complex task. One has to take into consideration the geometry, the reflectance properties, pose, and the illumination of both faces, and make sure that mouth movements and wrinkles are transferred properly. The fact that the human eye is very keen on catching artificial changes makes the problem even more difficult. This paper describes a real-time solution to this animation problem. ______________________________________ The paper "Real-time Expression Transfer for Facial Reenactment" is available here: http://graphics.stanford.edu/~niessner/thies2015realtime.html Recommended for you: ALL Two Minute Papers episodes! :) - https://www.youtube.com/playlist?list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail image was created by tommerton2010 (CC BY 2.0) - Changes have been made to it (eye color, flip, background). https://flic.kr/p/9d8ApH Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Gradients, Poisson's Equation and Light Transport | Two Minute Papers #20

sSnDTPjfBYU | 26 Oct 2015

Gradients, Poisson's Equation and Light Transport | Two Minute Papers #20

Photorealistic rendering (also called global illumination) enables us to see how digital objects would look like in real life. It is an amazingly powerful tool in the hands of a professional artist, who can create breathtaking images or animations with. However, images created with these technique contain a substantial amount of noise until a large number of light rays are computed. Today, we're going to talk about how to use gradients and Poisson's equation to speed up this process substantially. ________________________ The paper "Gradient-Domain Path Tracing" is available here: https://mediatech.aalto.fi/publications/graphics/GPT/ The paper "Gradient-Domain Metropolis Light Transport" is available here: https://mediatech.aalto.fi/publications/graphics/GMLT/ I held a course on photorealistic rendering at the Technical University of Vienna. Here you can learn how the physics of light works and to write programs like this: https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi Recommended for you: Metropolis Light Transport - https://www.youtube.com/watch?v=f0Uzit_-h3M&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Manipulating Photorealistic Renderings - https://www.youtube.com/watch?v=L7MOeQw47BM&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e A talk on ray tracing - https://www.youtube.com/watch?v=qyDUvatu5M8 The Moon's elevation map is provided by NASA and is available here (license: CC BY 2.0) - https://flic.kr/p/aFqE3n Music: "Infinite Perspective" by Kevin MacLeod is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Source: http://incompetech.com/music/royalty-free/index.html?isrc=USUAN1500024 Artist: http://incompetech.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Recurrent Neural Network Writes Music and Shakespeare Novels | Two Minute Papers #19

Jkkjy7dVdaY | 23 Oct 2015

Recurrent Neural Network Writes Music and Shakespeare Novels | Two Minute Papers #19

Artificial neural networks are powerful machine learning techniques that can learn to recognize images or paint in the style of Van Gogh. Recurrent neural networks offer a more general model that can learn input sequences and create output sequences. The resulting technique (Long Short-Term Memory in these examples) can write novels in the style of Tolstoy, Shakespeare, or write their own music. ________________________ Andrej Karpathy's original article is available here: http://karpathy.github.io/2015/05/21/rnn-effectiveness/ Source code: https://github.com/karpathy/char-rnn The paper "Long Short-Term Memory" by Sepp Hochreiter and Jürgen Schmidhuber is available here: http://www.bioinf.jku.at/publications/older/2604.pdf http://deeplearning.cs.cmu.edu/pdfs/Hochreiter97_lstm.pdf Continuing "Let It Go" from Disney with a recurrent neural network: https://ericye16.com/music-rnn/ Recommended for you: Artificial Neural Networks and Deep Learning - https://www.youtube.com/watch?v=rCWTOOgVXyE Deep Neural Network Learns Van Gogh's Art - https://www.youtube.com/watch?v=-R9bJGNHltQ Creating Photographs Using Deep Learning - https://www.youtube.com/watch?v=HOLoPgTzV6g A great write-up on how LSTMs work: http://colah.github.io/posts/2015-08-Understanding-LSTMs/ More applications of Long Short-Term Memory: http://googleresearch.blogspot.co.uk/2015/09/google-voice-search-faster-and-more.html http://googleresearch.blogspot.co.at/2015/08/the-neural-networks-behind-google-voice.html Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail image background was created by Brandon Giesbrecht (license: CC BY 2.0). Slight changes were made for better blending. - https://www.flickr.com/photos/naturegeak/5819184201/ Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Music: "Gymnopedie no1" by Satie. Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Modeling Colliding and Merging Fluids | Two Minute Papers #18

uj8b5mu0P7Y | 20 Oct 2015

Modeling Colliding and Merging Fluids | Two Minute Papers #18

In Two Minute Papers, we have talked about different fluid simulation techniques. This time, we are going to talk about surface tracking. Surface tracking is required to account for topological changes when different fluid interfaces collide. This work also takes into consideration the possibility of colliding fluids that are made of different materials. The resulting surface tracking algorithm is very robust, which means that it can deal with a large number of materials and topological changes at the same time. _________________________________ The paper "Multimaterial Mesh-Based Surface Tracking" is available here: http://www.cs.columbia.edu/cg/multitracker/ Recommended for you: Adaptive Fluid Simulations - https://www.youtube.com/watch?v=dH1s49-lrBk&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Fluid Simulations with Blender and Wavelet Turbulence - https://www.youtube.com/watch?v=5xLSbj5SsSE&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Social media graph image: Marc Smith - https://flic.kr/p/836Ttv Attribution 2.0 Generic (CC BY 2.0) - https://creativecommons.org/licenses/by/2.0/ Music: "Dixie Outlandish" by John Deley and the 41 Players Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background is taken from the mentioned paper. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

3D Printing a Glockenspiel | Two Minute Papers #17

2kOCTf8jIik | 17 Oct 2015

3D Printing a Glockenspiel | Two Minute Papers #17

Researchers at Harvard, Columbia University and MIT got interested in exploring the sounds that different metal objects emit when struck, opening up the possibility of computationally designing musical instruments such as a glockenspiel. The output of the algorithm is the blueprint of the instrument that can be 3D printed. The sound quality of these instruments is remarkably close to professionally manufactured instruments. _______________________________ The paper "Computational Design of Metallophone Contact Sounds" is available below. It also contains a comparison to a professionally manufactured instrument. http://people.seas.harvard.edu/~gaurav/papers/cdmcs_sa_2015/ Recommended for you: Hydrographic 3D printing - https://www.youtube.com/watch?v=kLnG073NYtw&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail background is taken from the original paper. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Metropolis Light Transport | Two Minute Papers #16

f0Uzit_-h3M | 14 Oct 2015

Metropolis Light Transport | Two Minute Papers #16

Metropolis light transport is an advanced photorealistic rendering technique that is remarkably effective at finding the brighter regions of a scene and building many light paths that target these regions. The resulting algorithm is more efficient than traditional random path building algorithms, such as path tracing. _______________________ The paper "Metropolis Light Transport" by Veach and Guibas is available here: https://graphics.stanford.edu/papers/metro/ I held a course on photorealistic rendering at the Technical University of Vienna. Here you can learn how the physics of light works and to write programs like this: https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi Recommended for you: Manipulating Photorealistic Renderings - https://www.youtube.com/watch?v=L7MOeQw47BM&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Ray Tracing, Subsurface Scattering @ Function 2015 - https://www.youtube.com/watch?v=qyDUvatu5M8 A more elaborate discussion on Metropolis Light Transport - https://www.youtube.com/watch?v=Zl36H9pwsHE&list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi Eric Veach's Sci-tech award speech: https://www.youtube.com/watch?v=e3ss_Ozb9Yg Scene credits: Italian Still Life - Bhavin Solanki - http://www.blendswap.com/blends/view/67815 Spheres - Vlad Miller (SATtva) - http://www.luxrender.net/wiki/Show-off_pack Music: "Bet On It" by Silent Partner. A higher resolution version of the sphere scene comparison is available here: https://cg.tuwien.ac.at/~zsolnai/gfx/adaptive_metropolis/ The image from fxguide is available here: http://www.fxguide.com/featured/the-state-of-rendering-part-2/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Synthesizing Sound From Collisions | Two Minute Papers #15

rskdLEl05KI | 11 Oct 2015

Synthesizing Sound From Collisions | Two Minute Papers #15

Simulating colliding bodies is an essential part of creating photorealistic video footage on a computer. However, even though we know how these collisions look like, we don't yet know how they sound like. In this piece of work, a technique is described that is capable of simulating the sound emitted by smashing deformable bodies together. The results match real-world experiments remarkably well. ___________________________________________ The paper "Toward High-Quality Modal Contact Sound" is available here: http://www.cs.cornell.edu/projects/Sound/mc/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz The thumbnail image was taken from the paper mentioned above. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Adaptive Cloth Simulations | Two Minute Papers #14

LU3pdWTD4Rw | 06 Oct 2015

Adaptive Cloth Simulations | Two Minute Papers #14

This time, we are going to set foot in cloth simulations that are widely used in the motion picture industry. Adaptive algorithms are a class of techniques that try to adapt at the problem that we have at hand. This adaptive method focuses computational resources to regions which are likely to have fine details (wrinkles) and coarsens the simulation quality in regions that are at rest. This substantially reduces the computation time we need for the cloth simulation step. ________________________ The paper "Adaptive Anisotropic Remeshing for Cloth Simulation" by Narain et al. is available here: http://graphics.berkeley.edu/papers/Narain-AAR-2012-11/ Recommended for you - Adaptive Fluid Simulations: https://www.youtube.com/watch?v=dH1s49-lrBk&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e The YouTube channel of Sardi Pax with lots of useful Blender tutorials is available here: https://www.youtube.com/user/srf123 Here are some Blender (and cloth simulation) tutorials to get you started: https://www.youtube.com/watch?v=lZe3tGWSy6s https://www.youtube.com/watch?v=k4czh0x31xk https://www.youtube.com/watch?v=gARJxEDzg6k http://blender.org/ The background of the thumbnail image is the work of Theresa Thompson: https://flic.kr/p/5khSsE It has went through slight modifications (rotation and a monochrome transform). Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Creating Photographs Using Deep Learning | Two Minute Papers #13

HOLoPgTzV6g | 03 Oct 2015

Creating Photographs Using Deep Learning | Two Minute Papers #13

Machine learning techniques such as deep learning artificial neural networks had proven to be extremely useful for a variety of tasks that were previously deemed very difficult, or even impossible to solve. In this work, a deep learning technique is used to learn how different light source positions affect a scene and create ("guess") new photographs with unknown light source positions. The results are absolutely stunning. The promised links for artificial neural networks follow below. __________________________________ The paper "Image Based Relighting Using Neural Networks" is available here: http://research.microsoft.com/en-us/um/people/yuedong/project/neuralibr/neuralibr.htm Disclaimer: I was not part of this research project, I am merely providing commentary on this work. Recommended for you: Artificial Neural Networks and Deep Learning - https://www.youtube.com/watch?v=rCWTOOgVXyE Deep Neural Network Learns Van Gogh's Art - https://www.youtube.com/watch?v=-R9bJGNHltQ Music: "The Place Inside" by Silent Partner Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu The thumbnail background was taken from the paper "Image Based Relighting Using Neural Networks". Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Reconstructing Sound From Vibrations | Two Minute Papers #12

2i1hrywDwPo | 30 Sep 2015

Reconstructing Sound From Vibrations | Two Minute Papers #12

When exposed to sound waves, the surface of objects in a room start vibrating. One could wonder that if we had sufficiently advanced technology, maybe the sound itself could be reconstructed from looking only at the vibration of these objects. A great technique they call "visual microphone" has been recently proposed that executes this idea with breathtaking results. _____________________ The paper "The Visual Microphone: Passive Recovery of Sound from Video" is available here: http://people.csail.mit.edu/mrub/VisualMic/ Disclaimer: I was not part of this research project, I am merely providing commentary on this work. The mentioned TED talk from Abe Davis: https://www.youtube.com/watch?v=npNYP2vzaPo Reddit AMA with the main author, Abe Davis: https://www.reddit.com/r/IAmA/comments/357b4o/im_an_mit_computer_scientist_and_recent_ted/ Material properties from vibrations: http://www.visualvibrometry.com/ The background image for the thumbnail was created by Corey Leopold: https://flic.kr/p/54UZdL Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Building Bridges With Flying Machines | Two Minute Papers #11

SmyiKmfnbhc | 27 Sep 2015

Building Bridges With Flying Machines | Two Minute Papers #11

Building architectural elements and buildings with flying machines is a hot research topic. It is a remarkably difficult task, as many of these flying machines not only have to be controlled safely, but they also have to collaborate efficiently to succeed in building complex structures. Even something as mundane as deploying the rope has its own science. In this work from the ETH Zürich, these flying machines build quite reliable rope bridges that humans can use for traversal. _______________________ The original video can be found here: http://www.idsc.ethz.ch/research-dandrea/research-projects/aerial-construction.html The paper "Building Tensile Structures with Flying Machines" is available here: http://flyingmachinearena.org/wp-content/publications/2013/augIROS13.pdf Disclaimer: I was not part of this research project, I am merely providing commentary on this work. Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu The thumbnail image was Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Adaptive Fluid Simulations | Two Minute Papers #10

dH1s49-lrBk | 21 Sep 2015

Adaptive Fluid Simulations | Two Minute Papers #10

There are computer programs that can simulate the behavior of fluids, such as water, milk, honey and many others. However, creating detailed simulations takes a really long time, up to days even for a few seconds of video footage. Adaptive algorithms are a class of techniques that try to adapt at the problem that we have at hand. This adaptive method focuses computational resources to regions which are visible and have many fine details, and coarsens the simulation quality in regions that are not visible (or interesting). The resulting algorithm is much more efficient at simulating small scale turbulent details. __________________ Recommended for you - Wavelet Turbulence: https://www.youtube.com/watch?v=5xLSbj5SsSE&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e The paper "Highly Adaptive Liquid Simulations on Tetrahedral Meshes" is available here: http://pub.ist.ac.at/group_wojtan/projects/2013_Ando_HALSoTM/index.html Disclaimer: I was not part of this research project, I am merely providing commentary on this work. Music: "Awakening" by Silent Partner Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Manipulating Photorealistic Renderings | Two Minute Papers #9

L7MOeQw47BM | 11 Sep 2015

Manipulating Photorealistic Renderings | Two Minute Papers #9

Photorealistic rendering (also called global illumination) enables us to see how digital objects would look like in real life. It is an amazingly powerful tool in the hands of a professional artist, who can create breathtaking images or animations with. However, for the longest time, artists didn't use it in the movie industry because it did not offer a great artistic freedom - after all, it works according to the laws of physics, which are exact. This piece of work enables us to apply artistic edits to photorealistic renderings easily and intuitively. I believe this one has the potential to single-handedly change the landscape of photorealistic rendering on a production scale. ______________________ VFX tricks with photorealistic rendering in Game of Thrones: https://www.youtube.com/watch?v=C56t6ieVxBs https://www.youtube.com/watch?v=YJDsl4Kl8G4 The paper "Path-Space Manipulation of Physically-Based Light Transport" is available here: https://cg.ivd.kit.edu/english/PSMPBLT.php Disclaimer: I was not part of this research project, I am merely providing commentary on this work. I held a course on photorealistic rendering at the Technical University of Vienna. Here you can learn how the physics of light works and to write programs like this: https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi Lightrig: http://lightrig.de/ Function 2015 demoparty: http://2015.function.hu/ Scene credits: Last Light - J the Ninja (Jason Clarke) - also used as the thumbnail background Italian Style Still Life - Bhavin Solanki Interior scene - EnzoR Klein Bottle - BravoZulu Audi R8 - barryangus SL65 "Black edition" - zuzzi Music: "Do It Right" by Jingle Punks The thumbnail background was created by Jason Clarke. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Digital Creatures Learn To Walk | Two Minute Papers #8

kQ2bqz3HPJE | 08 Sep 2015

Digital Creatures Learn To Walk | Two Minute Papers #8

In this episode, we are going to talk about computer animation, animating bipeds in particular. If we have the geometry of a creature, we need to specify the bones, the muscle routings and the muscle activations to make them able to walk. Depending on the body proportions and types, it may require quite a bit of trial and error to build muscle layouts so the creature doesn't collapse. Making them walk is even more difficult! This piece of work not only makes it happen for a variety of bipedal creatures, but the results are robust for a variety of target walking speeds, uneven terrain and other, unpleasant difficulties. _________________________________ The paper "Flexible Muscle-Based Locomotion for Bipedal Creatures" is available here: http://www.goatstream.com/research/papers/SA2013/ Disclaimer: I was not part of this research project, I am merely providing commentary on this work. Music: "Daisy Dukes" by Silent Partner Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Announcing LuxRender 1.5

r52zC2VpMng | 05 Sep 2015

Announcing LuxRender 1.5

Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz LuxRender is a completely free, open source, physically based renderer with many contributors led by Jean-Philippe Grimaldi. LuxRender version 1.5 introduces the following features: - microkernel architecture for significantly faster rendering, - biased path tracing engine (including tiled rendering, radiance clamping and many more), - adaptive rendering, - Intel Embree-based accelerator, - Laser light source type - arbitrary clipping planes, - pointiness option for materials, - volume priority system, - hair strand primitives, - up to 16 times faster exporting for meshes - new 3Ds max plugin, - volumetric emission system. A full feature list announcement is available here: http://www.luxrender.net/forum/viewtopic.php?f=12&t=12363 A video of my 7 favorite LuxRender features: https://www.youtube.com/watch?v=LD5YS8-0Rkg The mentioned scene repository is available here: http://www.luxrender.net/wiki/Show-off_pack Official website: http://www.luxrender.net/ Forums: http://www.luxrender.net/forum Gallery: http://www.luxrender.net/gallery Infographics: https://www.cg.tuwien.ac.at/~zsolnai/wp/wp-content/uploads/2014/01/luxrender-infographics.jpg Reddit: https://www.reddit.com/r/luxrender/ Scene credits: Splash Screen - HAL 9000 Floor, bowl and the fish models and textures: ColeHarris, plant models and textures: Bhavin Solanki, HDRI: Maxime Roz Mr. Snippy (microkernel image) - Simon Wendsche Cornell Box - Aaron Hill Interior - Walter Zatta Simple Morning - Chris Foster Jade Dragon - Peter Sandbacka and Ian Blew Laser Bear - J the Ninja Dojo - Vlad Miller Heterogeneous medium video - Simon Wendsche Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Music: "Pachabelly" by Huma-Huma. Also thanks to Hapoofesgeli for his help with some of the images! Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Hydrographic Printing | Two Minute Papers #7

kLnG073NYtw | 31 Aug 2015

Hydrographic Printing | Two Minute Papers #7

3D printing is a technique to create digital objects in real life. This technology is mostly focused on reproducing the digital geometry itself - colored patterns (textures) still remains a challenge, and we only have very rudimentary technology to do that. Hydrographic printing on 3D surfaces is a really simple technique: you place a film in water, use a chemical activator spray on it, and shove the object in the water. However, since these objects start stretching the film, the technique is not very accurate, and it only helps you putting repetitive patterns on these objects. Computational Hydrographic Printing is a technique that simulates all of these physical forces that are exerted on the film when your desired object is immersed into the water. Then, it creates a new image map taking all of these distortions into account, and this image you can print with your home inkjet printer. The results will be really accurate, close to indistinguishable from the digitally designed object. The paper "Computational Hydrographic Printing" is available here: http://www.cs.columbia.edu/~cxz/publications/hydrographics.pdf Disclaimer: I was not part of this research project, I am merely providing commentary on this work. The splash screen background was taken from "Computational Hydrographic Printing" by Zheng et al. Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Flickr: Wonderlane Link: https://flic.kr/p/atCLXr Music: Soul Groove by Audionautix - it is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Deep Neural Network Learns Van Gogh's Art | Two Minute Papers #6

-R9bJGNHltQ | 29 Aug 2015

Deep Neural Network Learns Van Gogh's Art | Two Minute Papers #6

Artificial neural networks were inspired by the human brain and simulate how neurons behave when they are shown a sensory input (e.g., images, sounds, etc). They are known to be excellent tools for image recognition, any many other problems beyond that - they also excel at weather predictions, breast cancer cell mitosis detection, brain image segmentation and toxicity prediction among many others. Deep learning means that we use an artificial neural network with multiple layers, making it even more powerful for more difficult tasks. This time they have been shown to be apt at reproducing the artistic style of many famous painters, such as Vincent Van Gogh and Pablo Picasso among many others. All the user needs to do is provide an input photograph and a target image from which the artistic style will be learned. ______________________ I promised some links, so here they come! The paper "A Neural Algorithm of Artistic Style" is available here: http://arxiv.org/abs/1508.06576v1 Disclaimer: I was not part of this research project, I am merely providing commentary on this work. Recommended for you - Two Minute Papers episode on Artificial Neural Networks: https://www.youtube.com/watch?v=rCWTOOgVXyE&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Picasso meets Gandalf: http://mashable.com/2015/08/29/computer-photos/ A nice website with many results: https://deepart.io/ More examples with Picasso and some sketches: http://imgur.com/a/jeJB6 Google DeepMind's Deep Q-learning algorithm plays Atari games: https://www.youtube.com/watch?v=V1eYniJ0Rnk The first implementations / source code packages are now available: 1. http://gitxiv.com/posts/jG46ukGod8R7Rdtud/a-neural-algorithm-of-artistic-style 2. https://github.com/kaishengtai/neuralart 3. https://github.com/jcjohnson/neural-style A great read on Deep Dreaming Neural Networks: http://googleresearch.blogspot.co.uk/2015/06/inceptionism-going-deeper-into-neural.html Many of you have asked for the code. Some people were experimenting with it in the Machine Learning reddit. Check it out: https://www.reddit.com/r/MachineLearning/comments/3imx1m/a_neural_algorithm_of_artistic_style/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu Music: Epilog - Ghostpocalypse by Kevin MacLeod is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Source: http://incompetech.com/music/royalty-free/index.html?isrc=USUAN1100666 Artist: http://incompetech.com/ ______________________ Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Twitter → https://twitter.com/karoly_zsolnai Web → https://cg.tuwien.ac.at/~zsolnai/

Time Lapse Videos From Community Photos | Two Minute Papers #5

UePDRN94C8c | 25 Aug 2015

Time Lapse Videos From Community Photos | Two Minute Papers #5

Building time lapse videos from community photographs is an incredibly difficult and laborious task: these photos were taken at a different part of the year, from different times of the day, with different viewpoints and cameras. A good algorithm should try to equalize these images and bring them to a common denominator to get rid of the commonly seen flickering effect. Researchers at the University of Washington and Google nailed this regularization in their newest work that they showcased at SIGGRAPH 2015. Check out the video for the details! Photograph credits in the video: Flickr user dration, Zack Lee, Nadav Tobias, Juan Jesus Orío and Klaus Wißkirchen. In the original paper, photographs from the following Flickr users were reproduced under Creative Commons license: Aliento Más Allá, jirihnidek, mcxurxo, elka cz, Daikrieg, Free the image, Cebete and ToastyKen. The paper "Time-lapse Mining from Internet Photos" is available here: http://grail.cs.washington.edu/projects/timelapse/ Disclaimer: I was not part of this research project, I am merely providing commentary on this work. Thumbnail background by Davidw: https://www.flickr.com/photos/davidw/2297191644/ https://creativecommons.org/licenses/by/2.0/ Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Simulating Breaking Glass | Two Minute Papers #4

A7Gut679I-o | 22 Aug 2015

Simulating Breaking Glass | Two Minute Papers #4

There is something inherently exciting about watching breaking glass and other objects. Researchers in computer graphics also like to have some fun and write simulation programs to smash together a variety of virtual objects in slow motion. However, despite being beautiful, they are physically not correct as many effects are neglected, such as simulating plasticity, bending stiffness, stretching energies and many others. Pfaff et al.'s paper "Adaptive Tearing and Cracking of Thin Sheets" addresses this issue by creating an adaptive simulator that uses more computational resources only around regions where cracks are likely to happen. This new technique enables the simulation of tearing for a variety of materials like cork, foils, metals, vinyl and it also yields physically correct results for glass. The algorithm also lets artists influence the outcome to be in line with their artistic visions. Pfaff et al.'s research paper "Adaptive Tearing and Cracking of Thin Sheets" is available here: http://graphics.berkeley.edu/papers/Pfaff-ATC-2014-07/ Disclaimer: I was not part of this research project, I am merely providing commentary on this work. In Two Minute Papers, I attempt to bring the most awesome research discoveries to everyone a couple minutes at a time. The shattered glass image from the thumbnail was created by Andrew Magill. Music: "Jolly Old St Nicholas" by E's Jammy Jams Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

250 Subscribers - Our Quest & A Thank You Message

Xf8JUM8g7Ks | 20 Aug 2015

250 Subscribers - Our Quest & A Thank You Message

We have reached 250 subscribers. Now is a good time to celebrate, thank you for your support and talk a bit about our quest together! Music: "Runaways" by Silent Partner The mentioned lecture video series: https://www.youtube.com/watch?v=pjc1QAI6zS0&list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Blender Rendering - Top 7 LuxRender Features

LD5YS8-0Rkg | 18 Aug 2015

Blender Rendering - Top 7 LuxRender Features

LuxRender is a completely free, open source, physically based renderer with many contributors led by Jean-Philippe Grimaldi. I believe it is one of the best renderers out there for Blender, 3Ds Max and Maya. The author of the Hotel Lobby scene is Peter Sandbacka. Some of the main benefits of using LuxRender are the following: - it supports a multitude of material models, - with light groups, you can adjust the influence of light sources on your scene without needing to rerender your image, - a great thing about LuxRender is that is supports network rendering. With a neat trick, this is possible even without a network! - it has sophisticated rendering algorithms like Metropolis Light Transport to render notoriously difficult scenes, - different film brands and models have different color profiles, which means that they react to the same, for instance, red light differently. LuxRender is able to simulate this effect, - it supports GPU rendering, - it is cross-platform, it works on Windows, Linux and OSX as well, and it also works with a huge number of modeling software out there like Blender, 3Ds Max, Maya and many more. Official website: http://www.luxrender.net/ Official forums: http://www.luxrender.net/forum Official gallery: http://www.luxrender.net/gallery Infographics: https://www.cg.tuwien.ac.at/~zsolnai/wp/wp-content/uploads/2014/01/luxrender-infographics.jpg Reddit: https://www.reddit.com/r/luxrender/ LuxMerger: http://www.luxrender.net/wiki/LuxMerger An amazing slow motion shatter test video rendered on the GPU, it took 25 seconds per HD-frame: https://www.youtube.com/watch?v=FIPu9_OGFgc The splash screen scene was created by Janjy Giggins: http://www.luxrender.net/forum/gallery2.php?g2_itemId=12306 The shown scene pack is available here: https://cg.tuwien.ac.at/~zsolnai/gfx/luxrender/ http://www.luxrender.net/wiki/Show-off_pack Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Károly Zsolnai-Fehér's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Artificial Neural Networks and Deep Learning | Two Minute Papers #3

rCWTOOgVXyE | 14 Aug 2015

Artificial Neural Networks and Deep Learning | Two Minute Papers #3

Artificial neural networks provide us incredibly powerful tools in machine learning that are useful for a variety of tasks ranging from image classification to voice translation. So what is all the deep learning rage about? The media seems to be all over the newest neural network research of the DeepMind company that was recently acquired by Google. They used neural networks to create algorithms that are able to play Atari games, learn them like a human would, eventually achieving superhuman performance. Deep learning means that we use artificial neural network with multiple layers, making it even more powerful for more difficult tasks. These machine learning techniques proved to be useful for many tasks beyond image recognition: they also excel at weather predictions, breast cancer cell mitosis detection, brain image segmentation and toxicity prediction among many others. If you would like to know more about neural networks and deep learning, make sure to check out these talks from Andrew Ng: https://www.youtube.com/watch?v=n1ViNeWhC24 https://www.youtube.com/watch?v=W15K9PegQt0 You can also check out this gorgeous application of neural networks and reinforcement learning from Google DeepMind: http://www.wired.co.uk/news/archive/2015-02/25/google-deepmind-atari Disclaimer: I was not part of this research project, I am merely providing commentary on this work. In Two Minute Papers, I attempt to bring the most awesome research discoveries to everyone a couple minutes at a time. Music: "Watercolors" by John Deley and the 41 Players Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Károly Zsolnai's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Capturing Waves of Light With Femto-photography | Two Minute Papers #2

TRNUTN01SEg | 08 Aug 2015

Capturing Waves of Light With Femto-photography | Two Minute Papers #2

What is femto-photography? To be able to capture how waves of light propagate in space, one would need to build a camera that is able to take one trillion frames per second. At first, this sounds impossible, but researchers at MIT and the University of Zaragoza have managed to crack this nut: in their newest work they published to SIGGRAPH that they call femto-photography, we can observe how a mirror lights up with its image as light propagates from the light source to the camera. All this in slow motion! ________________________ The paper "Femto-Photography: Capturing and Visualizing the Propagation of Light" is available here: http://dspace.mit.edu/openaccess-disseminate/1721.1/82039 http://giga.cps.unizar.es/~diegog/ficheros/pdf_papers/femto.pdf Disclaimer: I was not part of this research project, I am merely providing commentary on this work. Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Károly Zsolnai's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Fluid Simulations with Blender and Wavelet Turbulence | Two Minute Papers #1

5xLSbj5SsSE | 28 Jul 2015

Fluid Simulations with Blender and Wavelet Turbulence | Two Minute Papers #1

Creating detailed fluid and smoke simulations in Blender and other modeling software is a slow and laborious process that requires a ton of time and resources. Wavelet Turbulence is a technique that helps achieving similar effects orders of magnitude faster. It is also much lighter on memory and is now widely used in the industry, so it's definitely not an accident that Theodore Kim won an Academy Award (a technical Oscar, if you will) for this SIGGRAPH publication. It is implemented in Blender and is available for everyone free of charge, so make sure to try it out! In Two Minute Papers, I attempt to bring the most awesome research discoveries to everyone a couple minutes at a time. Here is a tutorial and a Blender download link to get you started: http://blender.org/ https://www.youtube.com/watch?v=iV43xNQDOFs Kim et al.'s Wavelet Turbulence paper is available here: http://www.cs.cornell.edu/~tedkim/wturb/ Disclaimer: I was not part of this research project, I am merely providing commentary on this work. Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_center?add_user=keeroyz Károly Zsolnai's links: Patreon → https://www.patreon.com/TwoMinutePapers Facebook → https://www.facebook.com/TwoMinutePapers/ Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #34 - SDS Transport, Photon Mapping

-1C2kL5pTbs | 05 Jun 2015

TU Wien Rendering #34 - SDS Transport, Photon Mapping

We have learned quite a few powerful algorithms for global illumination, but there still seems to be a peculiar scene with a torus inside a block of glass that just doesn't want to give in and render. It contains specular-diffuse-specular interactions that are particularly difficult, or often impossible to sample with traditional random sampling. We also talk about the first biased algorithm, Henrik Wann Jensen's masterpiece called photon mapping. This algorithm relies on the years of knowledge - for instance, we know that indirect illumination is usually a low-frequency signal that lends itself to the idea of using interpolation for missing samples instead of complete exhaustive sampling. This introduces bias, so the algorithm cuts corners - see for yourself if it's worth it! About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #38 - Awesome Rendering Papers from 2013-2015

C3DtGTr0jX8 | 05 Jun 2015

TU Wien Rendering #38 - Awesome Rendering Papers from 2013-2015

There are tons of really inspiring research works from the last two years, many of which were presented at the SIGGRAPH conference. Path space manipulation, more accurate spectral rendering with hero wavelength spectral sampling, rapid rendering of heterogeneous participating media with residual ratio tracking, sampling light paths in the gradient domain, rendering granular materials like billions of sand speckles, you name it! About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #39 - Assignment 4, Farewell

bYGL3fLYudM | 05 Jun 2015

TU Wien Rendering #39 - Assignment 4, Farewell

The last assignment is handed out in this segment. Hope you have enjoyed the journey at least as much as I did! If you would like to know more, make sure to check out the course website below and download the slides. There are plenty of links to materials for those who would like to expand their knowledge! About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #36 - Vertex Connection and Merging, Path Space Regularization

Hc9zu5-O7Eo | 05 Jun 2015

TU Wien Rendering #36 - Vertex Connection and Merging, Path Space Regularization

The two main branches of global illumination algorithms were biased and unbiased techniques. Iliyan Georgiev came up with a method that finally, after so long, unifies these two worlds. The algorithm starts out by cutting some corners, while progressively decreasing the bias as time goes by. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #35 - Stochastic Progressive Photon Mapping

lc93pVlewGM | 05 Jun 2015

TU Wien Rendering #35 - Stochastic Progressive Photon Mapping

Photon mapping is working great for a variety of scenes. Ideally, we would like to have a large number of photons for caustics, indirect illumination, etc. but having only a finite amount of photons in our photon maps introduces problems. To remedy this, Toshiya Hachisuka came up with Stochastic Progressive Photon Mapping, a technique where we progressively discard and re-generate the photon maps with fresh samples. This way we are not stuck with the only one photon map we have and we get more and more information about the scene as time goes by. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #37 - Manifold Exploration

-WQu7cLuniM | 05 Jun 2015

TU Wien Rendering #37 - Manifold Exploration

That pesky torus enclosed in the glass cube again! Since it contains lots of SDS light paths, it is the bane of many rendering algorithms. However, it is no match for Wenzel Jakob's Manifold Exploration technique that explicitly looks for these paths and runs an equation solving system to find and render these light paths that are difficult or impossible to render with traditional techniques. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #33 - Metropolis Light Transport

Zl36H9pwsHE | 29 May 2015

TU Wien Rendering #33 - Metropolis Light Transport

Metropolis Light Transport is a powerful technique that can outperform the convergence speed of Bidirectional Path Tracing on most difficult scenes (what makes a scene difficult is a story on its own). It promises optimal importance sampling "along multiple steps" in the stationary distribution of the Markov chain. This means that it gets better and better over time in seeking the brighter parts of the path space, therefore caustics pop up converged in almost every case. The two earliest and most well-known variants are the Veach and Kelemen-style Metropolis Light Transport (also called Primary Sample Space MLT). I will add that despite considering MLT as an unbiased algorithm, it suffers from an effect that we call start-up bias. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #30 - Dispersion and Spectral Rendering

UcI-RnWzASk | 29 May 2015

TU Wien Rendering #30 - Dispersion and Spectral Rendering

Some materials, such as prisms have a non-constant index of refraction, and therefore they reflect and refract different colors of light into different directions, creating rainbow-like effects. Yes, rainbows are also created by dispersion! This also requires a fully spectral renderer that traces rays in the continuum of the visible light frequency domain. Ps: hope you also like The Dark Side of the Moon by Pink Floyd, yoohoo! About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #32 - Bidirectional Path Tracing, Multiple Importance Sampling

RuBjYa4Q3dA | 29 May 2015

TU Wien Rendering #32 - Bidirectional Path Tracing, Multiple Importance Sampling

With a classical unidirectional path tracer, we'll have some scenes where it is difficult to connect to the light source, and therefore many of our computed samples will be wasted. What if we would start not only one light path from the camera, but one also from the light source, and connect the two together? It turns out that we get a much more robust technique that can render a variety of "packed" scenes with lots of occlusions with ease. This way, one light path can now be obtained with different probabilities - as if we were running multiple Monte Carlo integration processes. These samples can be weighted by Multiple Importance Sampling, arguably one of the most powerful technique in all photorealistic rendering research. We'll take a look at the implementation of this amazing noise suppression technique in Wenzel Jakob's Mitsuba renderer. Amazing results ahead! About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #31 - Unbiased, Consistent Algorithm Classes

LB6NGEHtD7Y | 29 May 2015

TU Wien Rendering #31 - Unbiased, Consistent Algorithm Classes

We consider photorealistic rendering a mature subfield of computer graphics, and as many global illumination algorithms exist, it'd be great to classify them according to what behavior we can expect from them. Such an algorithm can be biased/unbiased and consistent/inconsistent. Choose your poison! About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #29 - Path Tracing Implementation & Code Walkthrough

cDi-uti2oLQ | 18 May 2015

TU Wien Rendering #29 - Path Tracing Implementation & Code Walkthrough

Now that we know how path tracing works, we put in to code close to everything we've learned so far and will now implement a full global illumination path tracer from scratch in just 250 lines of C++ code. Imagine that all this knowledge we've amassed can be compressed into such a small program! The full implementation can be downloaded here: http://cg.tuwien.ac.at/~zsolnai/gfx/smallpaint/ About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #28 - Assignment 3

z9p2nis3amM | 15 May 2015

TU Wien Rendering #28 - Assignment 3

There will be lots of fun to be had with Assignment 3! Yes, you've seen it right: assignment 2 is going to be shown in a later video with Thomas Auzinger. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #27 - Russian Roulette Path Termination

vPwiqXjDgeo | 15 May 2015

TU Wien Rendering #27 - Russian Roulette Path Termination

To be faithful to mother nature, we would need a to trace an infinite number of bounces for every ray (of course this depends on the attenuation of the energy of the photon bounce after bounce). Since we only have finite resources, this sounds impossible. To our surprise, this is possible to solve with a statistical trick call Russian roulette path termination. We can easily prove that the estimator converges to the right quantity, though it has its own variance that recedes over time as more samples are added. Warning: it will boggle your mind! About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #23 - Monte Carlo Integration: The Solution

Su6mJp6NYY4 | 15 May 2015

TU Wien Rendering #23 - Monte Carlo Integration: The Solution

In segment #17, we encountered the problem with Monte Carlo integration: in some cases, it seemed to work well, not so much in others. What went wrong? Instead of just giving you the answer, I'll try to shed light on the nature of the problem from multiple angles and we will then successfully crack this nut together. The important lesson here is not only the solution to this problem, but you can learn how to approach and formalize a problem that you only have an intuitive understanding of. I hope this will help help you along your journey of expanding your knowledge. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #24 - Importance Sampling

zZZ4xW0WaY0 | 15 May 2015

TU Wien Rendering #24 - Importance Sampling

Monte Carlo integration is a fantastic tool, but it's not necessarily efficient if we don't do it right! Solving the rendering equation requires a lot of computational resources, we better use our math kung-fu to better squeeze every drop of performance from the renderer. By drawing samples from our function with a probability proportional to their function value (importance sampling), we can substantially improve our convergence speed. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #26 - Low Discrepancy Sequences

1ziudxJT884 | 15 May 2015

TU Wien Rendering #26 - Low Discrepancy Sequences

In this segment we explore a subset of Quasi-Monte Carlo methods called low discrepancy series. Examples of this are the Halto and Van der Corput series. These are deterministically generated sample sequences that stratify well even in high dimensional Euclidean spaces. Surprisingly, randomly generated samples don't have this desirable property! About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #25 - Path Tracing, Next Event Estimation

i6KDgYk5Nzg | 15 May 2015

TU Wien Rendering #25 - Path Tracing, Next Event Estimation

We finally have every tool in our hand to solve the Holy Rendering Equation! Furthermore, we extend it with next event estimation (in other words, explicit light sampling) to handle occluded and point light sources well. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #20 - Space Partitioning 2

ua8Aaf-XIO8 | 30 Apr 2015

TU Wien Rendering #20 - Space Partitioning 2

This lecture is held by Thomas Auzinger. Space partitioning helps us to alleviate the problem of intersecting a ray of light against every object in the scene. It turns out that we can often throw away half of the objects with every intersection test! About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #21 - Tone Mapping Basics

s6i8AV-m4W8 | 30 Apr 2015

TU Wien Rendering #21 - Tone Mapping Basics

This lecture is held by Thomas Auzinger. In the first lecture, we discussed that we're trying to simulate light transport and measure radiance. That sounds indeed wonderful, but we can't display radiance on our display device, can we? We have to convert it to RGB somehow. It turns out that it's not such a trivial problem! About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #19 - Space Partitioning 1

Ash4Q06ZcHU | 30 Apr 2015

TU Wien Rendering #19 - Space Partitioning 1

This lecture is held by Thomas Auzinger. Space partitioning helps us to alleviate the problem of intersecting a ray of light against every object in the scene. It turns out that we can often throw away half of the objects with every intersection test! About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #22 - Reinhard's Tone Mapper

E69UxMz2Q9A | 30 Apr 2015

TU Wien Rendering #22 - Reinhard's Tone Mapper

This lecture is held by Thomas Auzinger. In the first lecture, we discussed that we're trying to simulate light transport and measure radiance. That sounds indeed wonderful, but we can't display radiance on our display device, can we? We have to convert it to RGB somehow. It turns out that it's not such a trivial problem! Reinhard et al.'s tone mapping algorithm is used in many of the major renderers out there to take care of the problem. Both the local and global versions of the algorithm are discussed. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger. Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #18 - Coming Up Next: BVH, Tone Mapping, SSS

Oo9oOuC2zOo | 29 Apr 2015

TU Wien Rendering #18 - Coming Up Next: BVH, Tone Mapping, SSS

We now know a lot, but there is still lots of exciting things coming up next! If we implement subsurface scattering in our renderer, we can render translucent objects - these objects are not treated as surfaces, but volumes, in which photons can scatter or get absorbed. Many of these materials look absolutely mesmerizing so we should definitely learn how to do this. Space partitioning techniques help us to alleviate the problem of intersecting against every object in the scene and tone mapping will help us in translating the simulated radiance to RGB values that we can display on our monitors. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #17 - Monte Carlo Integration: Sample Mean & An Important Lesson

HZWwaLVATA8 | 29 Apr 2015

TU Wien Rendering #17 - Monte Carlo Integration: Sample Mean & An Important Lesson

It is now time to implement a simple Monte Carlo integration scheme, the sample mean. It is indeed quite simple and seems to work quite well on some cases, but it apparently breaks down in others. This is a very important lesson: intuition is tremendously useful to get a good visual understanding of complicated theories, but there are times when we hit the wall. If this happens, we have to proceed using formal mathematics. Let's figure out what went wrong and fix it together soon! (There will be a few segments with Thomas Auzinger, then the solution is presented in segment #23) About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #15 - Rendering Equation Properties

sg0pAwOSNGw | 29 Apr 2015

TU Wien Rendering #15 - Rendering Equation Properties

Equipped with the knowledge of BRDFs used for the two most common materials, we get a step closer to solve the Holy Rendering Equation. According to its infinite dimensional and singular properties, it is immensely difficult to solve, but to our surprise, with a few more tricks up our sleeve, we can make it happen. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #13 - Easter, BRDF++, Depth of Field

AUKLBdyvFxw | 29 Apr 2015

TU Wien Rendering #13 - Easter, BRDF++, Depth of Field

After some ramblings on the the differences of the Easter break in Hungary and Austria, we continue our journey and discuss how the f-stop works and how the well-known depth of field effect of cameras can be reproduced in our program. Then, finally we get to know the "real deal" BRDF models that we will use in our global illumination renderer. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #16 - Monte Carlo Integration: Hit or Miss

Tb6-JfI0HA0 | 29 Apr 2015

TU Wien Rendering #16 - Monte Carlo Integration: Hit or Miss

Monte Carlo integration is one of the most powerful techniques in all mathematics. If explained well, it is a simple technique that opens up the possibility of computing many definite integrals by taking random samples of the function. We'll also implement this in just a few lines of code soon! About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #14 - Global Illumination Benefits

vS0g9SVHRFc | 29 Apr 2015

TU Wien Rendering #14 - Global Illumination Benefits

Global illumination programs, unlike recursive ray tracers, are able to compute beautiful effects like indirect illumination and caustics. We take a closer look on how this is possible, and why the definition of shadows is fundamentally different in global illumination - this alternative definition allows us to get perfect soft shadows without explicitly computing many shadow rays against light sources. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #12 - Assignment 1

WFOjJR3nWyQ | 30 Mar 2015

TU Wien Rendering #12 - Assignment 1

After the toy 0th assignment that unfortunately wasn't recorded, here is the first handout. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #9 - Hard and Soft Shadows

fcvhOC5Q1dI | 30 Mar 2015

TU Wien Rendering #9 - Hard and Soft Shadows

Ever wondered why shadows look like the way they do? Some are really hard shadow boundaries while others are smooth gradients. In this segment, we learn how to compute both by sending shadow rays towards light sources. This is a probabilistic technique, which is surprisingly equivalent to Monte Carlo integration, a powerful technique we will learn about later. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #10 - Camera models

ZhN5-o397QI | 30 Mar 2015

TU Wien Rendering #10 - Camera models

To build an adequate light simulation program, we also need to model how exactly light interacts with a camera. In this segment, we learn more about perspective and orthographic cameras, and we quickly implement the former in just a few lines of simple C++ code. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #11 - Recursion and Heckbert's Taxonomy

Qgsos_kz6pM | 30 Mar 2015

TU Wien Rendering #11 - Recursion and Heckbert's Taxonomy

We now know how to intersect a ray with a scene and how to perform simple shading operations. However, this only means one bounce. In real life, rays of light bounce many more times than one. We handle this problem with recursion by reflecting the ray of light off of the surface and start the process again as if the new surface were the camera. We also discuss Paul Heckbert's taxonomy to classify different light transport algorithms based on what kind of light paths they can compute. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #8 - Surface Normals

Zi_CVTgqJqI | 29 Mar 2015

TU Wien Rendering #8 - Surface Normals

To be able to perform shading on an object, we have to compute surface normals. It's not so tricky, one only has to be able to compute gradients. We take an intuitive example for an elliptic paraboloid. It is also important to know when we have self-intersecting rays - this means that the ray trivially intersects the object it is sitting on, and this case we'd usually like to discard when we search for the first intersected object. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #7 - Ray-Sphere Intersection

bQKy3N4TshU | 29 Mar 2015

TU Wien Rendering #7 - Ray-Sphere Intersection

We learn how to compute where a ray of light intersects a sphere. The advantages of parametric equations over the classical implicit formulations (in this context) are also discussed. Turns out there is some beauty to be seen and appreciated during the process! About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #6 - Snell's Law and Total Internal Reflection

LD6xRkCJ6ek | 25 Mar 2015

TU Wien Rendering #6 - Snell's Law and Total Internal Reflection

Why does the straw look bent in a glass of water? Why is the world distorted when looking through a lens or a glass marble ball? How can light get trapped in transparent surfaces? We formulate Snell's law, an incredibly simple equation to answer these questions. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #4 - Diffuse, Specular and Ambient Shading

Gm7szS1hQxs | 25 Mar 2015

TU Wien Rendering #4 - Diffuse, Specular and Ambient Shading

As we don't yet know enough to solve the full rendering equations, we invoke simplified BRDF models to capture the most common materials seen in nature: one for diffuse, specular, and ambient shading. They provide quite beautiful and powerful results with a staggeringly simple formulation. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #1 - Introduction

pjc1QAI6zS0 | 25 Mar 2015

TU Wien Rendering #1 - Introduction

A quick introduction where we learn how to pronounce my name, then I talk about what to expect from the course and what the assignments will be like. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #3 - BRDF models, The Rendering Equation

4gXPVoippTs | 25 Mar 2015

TU Wien Rendering #3 - BRDF models, The Rendering Equation

There are many materials in the world that we'd like to model in our program: mirrors, walls, car paint and so on. How do we characterize these different material properties mathematically? We use BRDFs (Bidirectional reflectance distribution functions) as a vehicle to accomplish this, and also discuss how to use it to formulate the holy grail of computer graphics, the rendering equation, the most fundamental equation of light transport. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #2 - Radiometry Recap, Light Attenuation

fSB4mqnm5lA | 25 Mar 2015

TU Wien Rendering #2 - Radiometry Recap, Light Attenuation

Before trying to understand the nature of light, we have to have a grip on the basic units our simulation can rely on. What quantity would be adequate for this? Radiant flux? Irradiance? Radiance? And what do these words mean, anyway? We also briefly discuss how light is attenuated, why it's so hot at noon and why it's getting golder in the afternoon. About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

TU Wien Rendering #5 - The Fresnel Equation and Schlick's Approximation

iKNSPETJNgo | 25 Mar 2015

TU Wien Rendering #5 - The Fresnel Equation and Schlick's Approximation

What portion of light is reflected and refracted by glass-like surfaces? The Fresnel equation shows us why we see such strong reflections in windows from grazing angles, and why it's so simple to look through them. Schlick's approximation of the original equation provides simple and powerful means that can be computed rapidly. However, it has its own limitations. I wonder what they are? In this segment, we try to find out! About the course: This course aims to give an overview of basic and state-of-the-art methods of rendering. Offline methods such as ray and path tracing, photon mapping and many other algorithms are introduced and various refinement are explained. The basics of the involved physics, such as geometric optics, surface and media interaction with light and camera models are outlined. The apparatus of Monte Carlo methods is introduced which is heavily used in several algorithms and its refinement in the form of stratified sampling and the Metropolis-Hastings method is explained. At the end of the course students should be familiar with common techniques in rendering and find their way around the current state-of-the-art of the field. Furthermore the exercises should deepen the attendees' understanding of the basic principles of light transport and enable them to write a simple rendering program themselves. These videos are the recordings of the lectures of 2015 at the Teschnische Universität Wien by Károly Zsolnai and Thomas Auzinger Course website and slides → http://www.cg.tuwien.ac.at/courses/Rendering/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Google DeepMind's Deep Q-learning playing Atari Breakout

V1eYniJ0Rnk | 07 Mar 2015

Google DeepMind's Deep Q-learning playing Atari Breakout

Google DeepMind created an artificial intelligence program using deep reinforcement learning that plays Atari games and improves itself to a superhuman level. It is capable of playing many Atari games and uses a combination of deep artificial neural networks and reinforcement learning. After presenting their initial results with the algorithm, Google almost immediately acquired the company for several hundred million dollars, hence the name Google DeepMind. Please enjoy the footage and let me know if you have any questions regarding deep learning! ______________________ Recommended for you: 1. How DeepMind's AlphaGo Defeated Lee Sedol - https://www.youtube.com/watch?v=a-ovvd_ZrmA&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e 2. How DeepMind Conquered Go With Deep Learning (AlphaGo) - https://www.youtube.com/watch?v=IFmj5M5Q5jg&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e 3. Google DeepMind's Deep Q-Learning & Superhuman Atari Gameplays - https://www.youtube.com/watch?v=Ih8EfvOzBOY&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e Subscribe if you would like to see more content like this: http://www.youtube.com/subscription_center?add_user=keeroyz - Original DeepMind code: https://sites.google.com/a/deepmind.com/dqn/ - Ilya Kuzovkin's fork with visualization: https://github.com/kuz/DeepMind-Atari-Deep-Q-Learner - This patch fixes the visualization when reloading a pre-trained network. The window will appear after the first evaluation batch is done (typically a few minutes): http://cg.tuwien.ac.at/~zsolnai/wp/wp-content/uploads/2015/03/train_agent.patch - This configuration file will run Ilya Kuzovkin's version with less than 1GB of VRAM: http://cg.tuwien.ac.at/~zsolnai/wp/wp-content/uploads/2015/03/run_gpu - The original Nature paper on this deep learning technique is available here: http://www.nature.com/nature/journal/v518/n7540/full/nature14236.html - And some mirrors that are not behind a paywall: http://www.cs.swarthmore.edu/~meeden/cs63/s15/nature15b.pdf http://diyhpl.us/~nmz787/pdf/Human-level_control_through_deep_reinforcement_learning.pdf Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Procedural Generation of Hand-drawn like Line Art

cS4Am7Q8wmM | 20 Feb 2015

Procedural Generation of Hand-drawn like Line Art

A technique to mimic and apply artistic drawing style on 3D models using reinforcement learning. Details: http://cg.tuwien.ac.at/~zsolnai/gfx/prodecural_brush_synthesis_paper/ This technique is expected to be used in the feature-length film, Egill, The Last Pagan: http://www.imdb.com/title/tt1492806/?ref_=fn_al_tt_1 Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Real-time Control and Stopping of Fluids by Károly Zsolnai and László Szirmay-Kalos

7SFw6sdyzcQ | 02 Feb 2015

Real-time Control and Stopping of Fluids by Károly Zsolnai and László Szirmay-Kalos

This is a program to simulate and control Newtonian fluids on the GPU by solving the Navier-Stokes equations. It's lots of fun and you should definitely try it out! The project was published at the Eurographics 2013 Poster Session. Details and code for this project are available here: http://cg.tuwien.ac.at/~zsolnai/gfx/real_time_fluid_control_eg/ http://cg.tuwien.ac.at/~zsolnai/control-of-newtonian-fluids-with-minimum-force-impact-using-the-navier-stokes-equations/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

A parallel genetic algorithm for Roger Alsing’s EvoLisa problem (triangles)

27PYlj-qNb0 | 02 Feb 2015

A parallel genetic algorithm for Roger Alsing’s EvoLisa problem (triangles)

Genetic algorithms can solve a multitude of optimization problems by the digital modeling of natural selection, mutation and recombination. This algorithm attempts to draw a faithful representation of the Mona Lisa using only a few triangles. It is implemented in C++ and OpenGL and takes less than 400 lines of code. It is also a parallel implementation of a genetic algorithm, therefore it uses multiple CPU cores. The entire code is available for download below. Code and details for this project are available here: http://cg.tuwien.ac.at/~zsolnai/gfx/mona_lisa_parallel_genetic_algorithm/ Roger Alsing's original work: http://rogeralsing.com/2008/12/07/genetic-programming-evolution-of-mona-lisa/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Volumetric path tracing with equiangular sampling in a 2k binary

Zwj94pIAwzg | 02 Feb 2015

Volumetric path tracing with equiangular sampling in a 2k binary

Volumetric path tracing enables us to render the interactions of light and solid objects or a participating medium, such az haze, fog and so on. Equiangular sampling speeds up this process substantially. Details and binary: http://cg.tuwien.ac.at/~zsolnai/gfx/volumetric-path-tracing-with-equiangular-sampling-in-2k/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Control of Newtonian fluids with minimum force impact using the Navier Stokes equations

xjiFVSSMkfI | 02 Feb 2015

Control of Newtonian fluids with minimum force impact using the Navier Stokes equations

This is a program to simulate and control Newtonian fluids on the GPU by solving the Navier-Stokes equations. It's lots of fun and you should definitely try it out! The project was published at the Eurographics 2013 Poster Session. Details: http://cg.tuwien.ac.at/~zsolnai/gfx/real_time_fluid_control_eg/ http://cg.tuwien.ac.at/~zsolnai/control-of-newtonian-fluids-with-minimum-force-impact-using-the-navier-stokes-equations/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

Separable Subsurface Scattering - Unofficial talk by Károly Zsolnai

mU-5CsaPfsE | 01 Feb 2015

Separable Subsurface Scattering - Unofficial talk by Károly Zsolnai

Separable Subsurface Scattering - a novel technique for real-time subsurface light transport calculations for computer games by Activision-Blizzard. This technique can render translucent objects such as human skin, marble, milk, plant leaves in real time on commodity hardware. The paper was published in Computer Graphics Forum (CGF) in 2015 and was presented at the Eurographics Symposium on Rendering (EGSR) in 2015. Let us know if you have any questions regarding this work and we'll be happy to assist you! Project webpage: http://cg.tuwien.ac.at/~zsolnai/gfx/separable-subsurface-scattering-with-activision-blizzard/ Subscribe → http://www.youtube.com/subscription_center?add_user=keeroyz Web → https://cg.tuwien.ac.at/~zsolnai/ Twitter → https://twitter.com/karoly_zsolnai

BME - Orosz tanár úr és a YouTube :)

4mnmtHfzakI | 30 Aug 2009

BME - Orosz tanár úr és a YouTube :)

Orosz tanár úr megismerkedik a róla készült SMSBandis YouTube videóval. Nagyon tetszik neki! :) Referencia: https://www.youtube.com/watch?v=TIu_aO9vRHM