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Two Minute Papers
https://www.youtube.com/watch?v=DuMmcVOsNcs
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 w...
Dear Fellow Scholars, this is two-minute paper sweet katojonaifahir. In this series, we have seen many times how good neural network-based solutions are at image classification. This means that the network looks at an image and successfully identifies its contents. However, neural network-based solutions are also capa...
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Two Minute Papers
https://www.youtube.com/watch?v=dyzn3Fmtw-E
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:...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifehir. Style Transfer is a mostly AIB technique where you take a photograph, put a painting next to it, and it applies the style of the painting to our photo. A key insight of this new work is that a style is complex, and it can only be approximated with o...
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Two Minute Papers
https://www.youtube.com/watch?v=0xlbzCXJpLM
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 Melnych...
Dear Fellow Scholars, this is 2 Minute Papers with Karojona Ifehir. This paper reveals us a fundamental difference between how humans and machines learn. You are given a video game with no instructions, you start playing it, and the only information you get is a line of text when you successfully finish the game. That...
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Two Minute Papers
https://www.youtube.com/watch?v=wR2OlsF1CEY
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 Min...
Dear Fellow Scholars, this is two-minute papers with Karojol Naifahir. In this video series, we often see how these amazing new machine learning algorithms can make our lives easier, and fortunately, some of them are also useful for serious medical applications. Specifically, medical imaging. Medical imaging is common...
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Two Minute Papers
https://www.youtube.com/watch?v=GRQuRcpf5Gc
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...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifeher. Do you remember the amazing pics to Pixagorytham from last year? It was able to perform image translation, which means that it could take a daytime image and translate it into a nighttime image, create maps from satellite images, or create photoreal...
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Two Minute Papers
https://www.youtube.com/watch?v=HvH0b9K_Iro
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_me...
Dear Fellow Scholars, this is two-minute paper sweet caro e genre I fahir. When looking for illustrations for a presentation, most of the time I quickly find an appropriate photo on the internet, however many of these photos are really low resolution. This often creates a weird situation where I have to think, okay, d...
[{"start": 0.0, "end": 4.74, "text": " Dear Fellow Scholars, this is two-minute paper sweet caro e genre I fahir."}, {"start": 4.74, "end": 9.84, "text": " When looking for illustrations for a presentation, most of the time I quickly find an appropriate"}, {"start": 9.84, "end": 15.540000000000001, "text": " photo on t...
Two Minute Papers
https://www.youtube.com/watch?v=cEBgi6QYDhQ
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, Chri...
Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir. Do you remember Star Transfer? Star Transfer is a mostly AIB's technique where we take a photograph, put a painting next to it, and it applies the style of the painting to our photo. That was amazing. Also, do you remember pose estimation? This i...
[{"start": 0.0, "end": 4.28, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir."}, {"start": 4.28, "end": 6.28, "text": " Do you remember Star Transfer?"}, {"start": 6.28, "end": 12.44, "text": " Star Transfer is a mostly AIB's technique where we take a photograph, put a painting next to...
Two Minute Papers
https://www.youtube.com/watch?v=Mnu1DzFzRWs
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, Andr...
Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. If we have an animation movie or a computer game with quadrupeds and we are yearning for really high quality, life-like animations, motion capture is often the go-to tool for that. Motion capture means that we put an actor, in our case a dog in...
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Two Minute Papers
https://www.youtube.com/watch?v=P0fMwA3X5KI
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, s...
Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir. Image denoising is an area where we have a noisy image as an input and we wish to get a clear noise-free image. Neural network-based solutions are amazing at this because we can feed them a large amount of training data with noisy inputs and clea...
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Two Minute Papers
https://www.youtube.com/watch?v=LBezOcnNJ68
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 availab...
Dear Fellow Scholars, this is Two Minute Papers with Kato Jona Ifehir. How about some slow motion videos? If we would like to create a slow motion video and we don't own an expensive slow-mo camera, we can try to shoot a normal video and simply slow it down. This sounds good on paper, however, the more we slow it down...
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Two Minute Papers
https://www.youtube.com/watch?v=eSaShQbUJTQ
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, An...
Dear Fellow Scholars, this is 2 Minute Papers with Kato Ejona Ifahir. Throughout this series, we have seen many impressive applications of artificial intelligence. These techniques are capable of learning the piano from the masters of the past, beat formidable teams in complex games like Dota 2, perform well in the ga...
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Two Minute Papers
https://www.youtube.com/watch?v=MvFABFWPBrw
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/ca...
Dear Fellow Scholars, this is 2 Minute Papers with Karojona Ifahir. After having a look at OpenAI's effort to master the Dota 2 game, of course, we all know that scientists at DeepMind are also hard at work on an AI that beats the Capture the Flag Game Mode in Quake 3. Quake 3 Arena is an iconic first-person shooter g...
[{"start": 0.0, "end": 4.48, "text": " Dear Fellow Scholars, this is 2 Minute Papers with Karojona Ifahir."}, {"start": 4.48, "end": 9.200000000000001, "text": " After having a look at OpenAI's effort to master the Dota 2 game, of course, we all know"}, {"start": 9.200000000000001, "end": 14.4, "text": " that scientist...
Two Minute Papers
https://www.youtube.com/watch?v=xHpwLiTieu4
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 o...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifahir. This is a mind-boggling new piece of work from scientists at Google Brain on how to hack and reprogram neural networks to make them perform any task we want. A neural network is given by a prescribed number of layers, neurons within these layers, an...
[{"start": 0.0, "end": 4.08, "text": " Dear Fellow Scholars, this is two-minute papers with Karojona Ifahir."}, {"start": 4.08, "end": 9.14, "text": " This is a mind-boggling new piece of work from scientists at Google Brain on how to hack"}, {"start": 9.14, "end": 13.72, "text": " and reprogram neural networks to make...
Two Minute Papers
https://www.youtube.com/watch?v=8GUYAVXmhsI
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 ...
Dear Fellow Scholars, this is Two Minute Papers with Karo Jolenei Fahir. Today, we will listen to a new AI from Deep Mind that is capable of creating beautiful piano music. Because there are many algorithms that do that, to put things into perspective, let's talk about the two key differentiating factors that set this...
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Two Minute Papers
https://www.youtube.com/watch?v=yEOEqaEgu94
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:...
And dear fellow scholars, this is two minute papers with Karo Zsolnai-Fehir. You know that I am always excited to tell you about news where AI players manage to beat humans at more and more complex games. Today we are going to talk about Dota 2, which is a multiplayer online battle arena game with a huge cult followin...
[{"start": 0.0, "end": 4.36, "text": " And dear fellow scholars, this is two minute papers with Karo Zsolnai-Fehir."}, {"start": 4.36, "end": 9.28, "text": " You know that I am always excited to tell you about news where AI players manage to beat"}, {"start": 9.28, "end": 11.88, "text": " humans at more and more comple...
Two Minute Papers
https://www.youtube.com/watch?v=2FHHuRTkr_Y
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 perk...
Dear Fellow Scholars, this is two-minute papers with Kato Ejona Ifehir. This is a contest by OpenAI where a bunch of AI's compete to decide who has the best transfer learning capabilities. Transfer learning means that the training and the testing environment differs significantly, therefore only the AI's that learn ge...
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Two Minute Papers
https://www.youtube.com/watch?v=lCoR-4OlIZI
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: 313...
Dear Fellow Scholars, this is 2 Minute Papers with Karojona Ifehir. Fluid and smoke simulations are widely used in computer games and in the movie industry and are capable of creating absolutely stunning video footage. We can very quickly put together a core simulation and run it cheaply, however, the more turbulent m...
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Two Minute Papers
https://www.youtube.com/watch?v=gnctSz2ofU4
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:...
Dear Fellow Scholars, this is two-minute papers with Károly Zsolnai-Fehér. This is a recent DeepMind paper on Neuror rendering, where they taught a learning-based technique to see things the way humans do. What's more, it has an understanding of geometry, viewpoints, shadows, occlusion, even self-shadowing and self-oc...
[{"start": 0.0, "end": 4.46, "text": " Dear Fellow Scholars, this is two-minute papers with K\u00e1roly Zsolnai-Feh\u00e9r."}, {"start": 4.46, "end": 9.1, "text": " This is a recent DeepMind paper on Neuror rendering, where they taught a learning-based technique"}, {"start": 9.1, "end": 11.98, "text": " to see things t...
Two Minute Papers
https://www.youtube.com/watch?v=KEdrBMZx53w
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 ...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifahir. We are over 260 episodes into the series, but believe it or not, we haven't had a single episode on virtual reality. So at this point, you probably know that this paper has to be really good. The promise of virtual reality is indeed truly incredible...
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Two Minute Papers
https://www.youtube.com/watch?v=WMr9ljLomUI
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:...
Dear Fellow Scholars, this is two-minute papers with Kato Zsolnai-Fehir. As facial reenactment videos are improving at a rapid pace, it is getting easier and easier to create video impersonations of other people by transferring our gestures onto their faces. We have recently discussed a technique that is able to local...
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Two Minute Papers
https://www.youtube.com/watch?v=YTup-cvELK0
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?li...
Dear Fellow Scholars, this is two-minute papers with Kato Ejona Ifehir. As animation movies and computer game graphics become more and more realistic, they draw us more and more into their own worlds. However, when we see cars, max, minerals and paintings and similar materials, we often feel that something is not righ...
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Two Minute Papers
https://www.youtube.com/watch?v=Te0L5_u_wIg
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...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifeher. With a recent ascendancy of several new AI-based techniques for human-facial reenactment, we are now able to create videos where we transfer our gestures onto famous actors or politicians and impersonate them. Clearly, as this only needs a few minut...
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Two Minute Papers
https://www.youtube.com/watch?v=Nq2xvsVojVo
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...
Dear Fellow Scholars, this is two-minute papers with Karojol Naifahir. Earlier, we talked about an amazing technique where the inputs were a source video of ourselves and a target actor. And the output was a reenactment, in other words, a video of this target actor with our facial gestures. This requires only a few mi...
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Two Minute Papers
https://www.youtube.com/watch?v=9S2g7iixB9c
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 possib...
Dear Fellow Scholars, this is two-minute papers with Kato Ejona Ifehir. There are many research projects about teaching an AI to play video games well. We have seen some amazing results from DeepMind's DeepQ learning algorithm that performed on a superhuman level on many games, but faltered on others. What really made...
[{"start": 0.0, "end": 4.2, "text": " Dear Fellow Scholars, this is two-minute papers with Kato Ejona Ifehir."}, {"start": 4.2, "end": 8.700000000000001, "text": " There are many research projects about teaching an AI to play video games well."}, {"start": 8.700000000000001, "end": 13.0, "text": " We have seen some ama...
Two Minute Papers
https://www.youtube.com/watch?v=SWW0nVQNm2w
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, Br...
Dear Fellow Scholars, this is two-minute papers with Kato Ejona Ifahir. Consider this problem. We have a pair of images that are visually quite different, but have similar semantic meanings and we wish to map points between them. Now this might sound a bit weird, so bear with me for a moment. For instance, geese and a...
[{"start": 0.0, "end": 4.46, "text": " Dear Fellow Scholars, this is two-minute papers with Kato Ejona Ifahir."}, {"start": 4.46, "end": 5.74, "text": " Consider this problem."}, {"start": 5.74, "end": 10.24, "text": " We have a pair of images that are visually quite different, but have similar semantic"}, {"start": 10...
Two Minute Papers
https://www.youtube.com/watch?v=tU484zM3pDY
NVIDIA's AI Removes Objects From Your Photos! ❌
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: LM8AU...
These fellows colors, this is two-minute papers with Kato Ejona Ifehir. Ever had an experience when you shot an almost perfect photograph of, for instance, an amazing landscape, but unfortunately, it was littered with unwanted objects. If only we had an algorithm that could perform image impainting, in other words, de...
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Two Minute Papers
https://www.youtube.com/watch?v=EQX1wsL2TSs
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 supporte...
Dear Fellow Scholars, this is two-minute papers with Kato Jonaifahir. Two years ago, in 2016, we talked about a paper that enabled us to sit in and transfer our gestures onto a virtual actor. This work went by the name Face to Face and showcased a bunch of mesmerizing results containing reenactments of famous politica...
[{"start": 0.0, "end": 4.04, "text": " Dear Fellow Scholars, this is two-minute papers with Kato Jonaifahir."}, {"start": 4.04, "end": 9.52, "text": " Two years ago, in 2016, we talked about a paper that enabled us to sit in and transfer"}, {"start": 9.52, "end": 12.08, "text": " our gestures onto a virtual actor."}, {...
Two Minute Papers
https://www.youtube.com/watch?v=bcZFQ3f26pA
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 Tw...
Dear Fellow Scholars, this is two-minute papers with Kato Ejona Ifehir. If you start watching reviews of some of the more recent smartphones, you will almost always see a dedicated section to low light photography. The result is almost always that cameras that work remarkably well in well-lit scenes produce almost unu...
[{"start": 0.0, "end": 4.28, "text": " Dear Fellow Scholars, this is two-minute papers with Kato Ejona Ifehir."}, {"start": 4.28, "end": 8.52, "text": " If you start watching reviews of some of the more recent smartphones, you will almost"}, {"start": 8.52, "end": 12.0, "text": " always see a dedicated section to low l...
Two Minute Papers
https://www.youtube.com/watch?v=KL6U6iasUxs
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...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifehir. When an artist is in the process of creating digital media, such as populating a virtual world for an animation movie or a video game, or even in graphic design, the artist often requires a large number of textures for these kinds of works. Concrete...
[{"start": 0.0, "end": 4.5200000000000005, "text": " Dear Fellow Scholars, this is two-minute papers with Karojona Ifehir."}, {"start": 4.5200000000000005, "end": 9.16, "text": " When an artist is in the process of creating digital media, such as populating a virtual"}, {"start": 9.16, "end": 14.88, "text": " world for...
Two Minute Papers
https://www.youtube.com/watch?v=cnquEovq1I4
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, ...
Dear Fellow Scholars, this is Two Minute Papers with Kato Ejolene Ifehir. Due to popular requests, here is a more intuitive explanation of our latest work. Believe it or not, when I have started working on this, Two Minute Papers didn't even exist. In several research areas, there are cases where we can't talk about o...
[{"start": 0.0, "end": 4.64, "text": " Dear Fellow Scholars, this is Two Minute Papers with Kato Ejolene Ifehir."}, {"start": 4.64, "end": 9.48, "text": " Due to popular requests, here is a more intuitive explanation of our latest work."}, {"start": 9.48, "end": 14.88, "text": " Believe it or not, when I have started w...
Two Minute Papers
https://www.youtube.com/watch?v=wm8tK91k37U
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: LM8AUh5bGcNgzq6HaV1jea...
Dear Fellow Scholars, this is two-minute papers with Karojol Naifahir. Reinforcement learning is a learning algorithm that chooses a set of actions in an environment to maximize the score. This class of techniques enables us to train an AI to master a large variety of video games and has many more cool applications. F...
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Two Minute Papers
https://www.youtube.com/watch?v=fklY2nH7AJo
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 P...
Dear Fellow Scholars, this is two-minute papers with Kato Zsolnai-Fahir. When we show a photograph to someone, most of the time we are interested in sharing our memories. Graduation, family festivities, beautiful landscapes are common examples of this. With the recent ascendancy of these amazing neural-style transfer ...
[{"start": 0.0, "end": 4.28, "text": " Dear Fellow Scholars, this is two-minute papers with Kato Zsolnai-Fahir."}, {"start": 4.28, "end": 8.620000000000001, "text": " When we show a photograph to someone, most of the time we are interested in sharing our"}, {"start": 8.620000000000001, "end": 9.620000000000001, "text":...
Two Minute Papers
https://www.youtube.com/watch?v=DglrYx9F3UU
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://w...
Dear Fellow Scholars, this is two-minute papers with Carlos Zsolnai-Fahir. Assessing how similar two images are has been a long-standing problem in computer graphics. For instance, if we write a new light simulation program, we have to compare our results against the output of other algorithms and a noise-free referen...
[{"start": 0.0, "end": 4.48, "text": " Dear Fellow Scholars, this is two-minute papers with Carlos Zsolnai-Fahir."}, {"start": 4.48, "end": 9.88, "text": " Assessing how similar two images are has been a long-standing problem in computer graphics."}, {"start": 9.88, "end": 15.0, "text": " For instance, if we write a ne...
Two Minute Papers
https://www.youtube.com/watch?v=gvjCu7zszbQ
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 Melnychu...
Dear Fellow Scholars, this is 2 Minute Papers with Karojolnai-Fehir. Today, we are going to talk about an AI that not only plays video games really well, but can also dream up new, unseen scenarios, and more. This is an interesting new framework that contains a vision model that compresses what it has seen in the game...
[{"start": 0.0, "end": 4.0, "text": " Dear Fellow Scholars, this is 2 Minute Papers with Karojolnai-Fehir."}, {"start": 4.0, "end": 9.0, "text": " Today, we are going to talk about an AI that not only plays video games really well,"}, {"start": 9.0, "end": 13.0, "text": " but can also dream up new, unseen scenarios, an...
Two Minute Papers
https://www.youtube.com/watch?v=UMSNBLAfC7o
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 suppo...
Dear Fellow Scholars, this is two-minute papers with Karo-Ijola-Ifahir. This work is about building a robot that works even when being damaged, and you will see that the results are just unreal. There are many important applications for such a robot, where sending out humans may be too risky, such as putting out fores...
[{"start": 0.0, "end": 4.32, "text": " Dear Fellow Scholars, this is two-minute papers with Karo-Ijola-Ifahir."}, {"start": 4.32, "end": 9.44, "text": " This work is about building a robot that works even when being damaged, and you will see"}, {"start": 9.44, "end": 11.92, "text": " that the results are just unreal."}...
Two Minute Papers
https://www.youtube.com/watch?v=m9XyXiL6n8w
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 som...
Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. Today, we have two extremely hard problems on the menu. One is facial alignment and the other is 3D facial reconstruction. For both problems, we have an image as an input and the output should be either a few lines that mark the orientation of ...
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Two Minute Papers
https://www.youtube.com/watch?v=XcxzKLrCpyk
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, Ch...
Dear Fellow Scholars, this is two-minute papers with Károly Zsolnai-Fehér. Recently, a new breed of AI technique surfaced that were capable of this new thing called image translation. And by image translation, I mean that they can translate a drawn map to a satellite image, take a set of colored labels and make a phot...
[{"start": 0.0, "end": 4.3, "text": " Dear Fellow Scholars, this is two-minute papers with K\u00e1roly Zsolnai-Feh\u00e9r."}, {"start": 4.3, "end": 9.34, "text": " Recently, a new breed of AI technique surfaced that were capable of this new thing called"}, {"start": 9.34, "end": 10.94, "text": " image translation."}, {...
Two Minute Papers
https://www.youtube.com/watch?v=GdTBqBnqhaQ
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 Other video resources: Evolving A...
Dear Fellow Scholars, this is Two Minute Papers with Kato Yjona Ifehir. Today, I am really excited to show you four experiments where AI researchers were baffled by the creativity and unexpected actions of their own creations. You better hold on to your papers. In the first experiment, robots were asked to walk around...
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Two Minute Papers
https://www.youtube.com/watch?v=6FzVhIV_t3s
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 an...
Creating high-quality photorealistic materials for light transport simulations typically includes direct hands-on interaction with a principal shader. This means that the user has to tweak a large number of material properties by hand and has to wait for a new image of it to be rendered after each interaction. This re...
[{"start": 0.0, "end": 9.0, "text": " Creating high-quality photorealistic materials for light transport simulations typically includes direct hands-on interaction with a principal shader."}, {"start": 9.0, "end": 18.0, "text": " This means that the user has to tweak a large number of material properties by hand and ha...
Two Minute Papers
https://www.youtube.com/watch?v=ni6P5KU3SDU
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 support...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifaher. With the recent ascendancy of Neural Network-based techniques, we have witnessed amazing algorithms that are able to take an image from a video game and translate it into reality and the other way around. Or they can also translate daytime images to...
[{"start": 0.0, "end": 4.28, "text": " Dear Fellow Scholars, this is two-minute papers with Karojona Ifaher."}, {"start": 4.28, "end": 9.52, "text": " With the recent ascendancy of Neural Network-based techniques, we have witnessed amazing algorithms"}, {"start": 9.52, "end": 15.200000000000001, "text": " that are able...
Two Minute Papers
https://www.youtube.com/watch?v=AbxPbfODGcs
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 G...
Dear Fellow Scholars, this is two minute papers with Kato Ysola-Ifahir. Neural networks are amazing at recognizing objects when being shown an image, and in some cases, like traffic sign recognition, their performance can reach superhuman levels. But as we discussed in the previous episode, most of these networks have...
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Two Minute Papers
https://www.youtube.com/watch?v=SA4YEAWVpbk
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-differe...
Dear Fellow Scholars, this is two-minute papers with Kato Zsolnai-Fehir. We had many episodes about new wondrous AI-related algorithms, but today we are going to talk about AI safety which is an increasingly important field of AI research. Deep neural networks are excellent classifiers, which means that after we train...
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Two Minute Papers
https://www.youtube.com/watch?v=veWkBsK0nwU
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...
Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir. Reinforcement learning is a learning algorithm that chooses a set of actions in an environment to maximize the score. This class of techniques enables us to train an AI to master a large variety of video games and has many more cool applications....
[{"start": 0.0, "end": 4.0, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir."}, {"start": 4.0, "end": 11.0, "text": " Reinforcement learning is a learning algorithm that chooses a set of actions in an environment to maximize the score."}, {"start": 11.0, "end": 18.0, "text": " This cla...
Two Minute Papers
https://www.youtube.com/watch?v=oWpp1YYcCsU
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://...
Dear Fellow Scholars, this is two-minute papers with Kato Ejona Ifehir. Reinforcement learning is a learning algorithm that we can use to choose a set of actions in an environment to maximize a score. There are many applications of such learners, but we typically cite video games because of the diverse set of challeng...
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Two Minute Papers
https://www.youtube.com/watch?v=dxOHmvTaCN4
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,...
Dear Fellow Scholars, this is 2 Minute Papers with Károly Zsolnai-Fehér. This project is a collaboration between Inria and Facebook AI Research and is about pose estimation. Pose estimation means that we take an input photo or, in the cooler case, video of people and the output should be a description of their posture...
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Two Minute Papers
https://www.youtube.com/watch?v=UPcR7S8ue1A
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 ...
Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir. Many of you have surely heard the word an emoji, which refers to these emoji figures that are animated in real time and react to our facial gestures. This is implemented in the new iPhone X phones, however, to accomplish this, it uses a dot proje...
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Two Minute Papers
https://www.youtube.com/watch?v=iBaWVuaSQ-Q
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 possibl...
Dear Fellow Scholars, this is two-minute papers with Kato Ejona Ifejir. Some time ago, smartphone cameras were trying to outpace each other by adding more and more megapixels to their specification sheet. The difference between a half megapixel image and a 4 megapixel image was night and day. However, nowadays, we hav...
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Two Minute Papers
https://www.youtube.com/watch?v=pVgC-7QTr40
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 ...
Dear Fellow Scholars, this is two minute papers with Károly Zsolnai-Fehér. Hold on to your papers because this is an exclusive look at a new neural network visualization paper that came from a collaboration between Google and the Carnegie Mellon University. The paper is as fresh as it gets because this is the first ti...
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Two Minute Papers
https://www.youtube.com/watch?v=izZofvgaIig
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 Patre...
Dear Fellow Scholars, this is two-minute papers with Karo Zona Ifeher. Through over 200 episodes of this series, we talked about many learning-based algorithms that are able to solve problems that previously seemed completely impossible. They can look at an image and describe what they depict in a sentence, or even tu...
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Two Minute Papers
https://www.youtube.com/watch?v=hzpxXZJQNFg
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...
Dear Fellow Scholars, this is Two Minute Papers with Kato Yjona Yfahir. Due to popular demand, here is the new Deep Mind Paper on WaveNet. WaveNet is a text to speech algorithm that takes a sentence as an input and gives us audio footage of these words being uttered by a person of our choice. Let's listen to some resu...
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Two Minute Papers
https://www.youtube.com/watch?v=uGhyOBSzdTs
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/...
Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir. This paper is about simulating on a computer what happens when bubbles collide. Prepare for lots of beautiful footage. This is typically done by simulating the Navier Stokes equations that describe the evolution of the velocity within a piece of ...
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Two Minute Papers
https://www.youtube.com/watch?v=HANeLG0l2GA
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/TwoMinutePap...
Dear Fellow Scholars, this is two-minute papers with Karo Jolnai-Fehir. This work is about building an AI vocoder that is able to synthesize believable singing from MIDI and lyrics as inputs. But first, what is a vocoder? It works kind of like this. A vocoder is an audio processor that is almost unmistakable in its ch...
[{"start": 0.0, "end": 4.32, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Jolnai-Fehir."}, {"start": 4.32, "end": 9.76, "text": " This work is about building an AI vocoder that is able to synthesize believable singing"}, {"start": 9.76, "end": 12.36, "text": " from MIDI and lyrics as inputs."}, {...
Two Minute Papers
https://www.youtube.com/watch?v=3yOZxmlBG3Y
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 H...
Dear Fellow Scholars, this is two minute papers with Kato Zsolnai-Fehir. When we are talking about deep learning, we are talking about neural networks that have tens, sometimes hundreds of layers and hundreds of neurons within these layers. This is an enormous number of parameters to train, and clearly there should be...
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Two Minute Papers
https://www.youtube.com/watch?v=bdM9c2OFYuw
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 availab...
Dear Fellow Scholars, this is 2 Minute Papers with Károly Zsolnai-Fehér. Earlier, we talked about Google's WaveNet, a learning-based text-to-speech engine. This means that we give it a piece of written text, and after a training step using someone's voice, it has to read it aloud using this person's voice as convincin...
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Two Minute Papers
https://www.youtube.com/watch?v=pAiiPNg0kDE
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 J...
Dear Fellow Scholars, this is two-minute papers with Kato Ejolna Ifehir. This project is about the data set created through a joint effort between MIT and Facebook. As it turns out, this data set is way more useful than I initially thought I'll tell you in a moment why. Data sets are used to train and test the quality...
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Two Minute Papers
https://www.youtube.com/watch?v=WhaRsrlaXLk
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...
Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir. This footage that you see here came freshly from Google DeepMind's lab and is about benchmarking reinforcement learning algorithms. Here, you see the classical cardboard swing-up task from this package. As the algorithm starts to play, a score is...
[{"start": 0.0, "end": 4.14, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir."}, {"start": 4.14, "end": 8.540000000000001, "text": " This footage that you see here came freshly from Google DeepMind's lab"}, {"start": 8.540000000000001, "end": 12.08, "text": " and is about benchmarking ...
Two Minute Papers
https://www.youtube.com/watch?v=DW1AuOC9TQc
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...
Dear Fellow Scholars, this is two-minute papers with Kato Ejona-Ifahir. This work is about improving reinforcement learning. Reinforcement learning is a learning algorithm that we can use to choose a set of actions in an environment to maximize a score. Our classical example applications are helicopter control where t...
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Two Minute Papers
https://www.youtube.com/watch?v=FMEk8cHF-OA
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...
Dear Fellow Scholars, this is Two Minute Papers with Karo Zsolnai-Fehir. This work is about creating an AI that can perform audio-visual correspondence. This means two really cool tasks. One, when given a piece of video and audio, it can guess whether they match each other. And two, it can localize the source of the s...
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Two Minute Papers
https://www.youtube.com/watch?v=uOiOhVgR3VA
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...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifei. This paper discusses possible roadmaps towards building machines that are endowed with human like thinking. And before we go into that, the first question would be, is there value in building machines that think like people? Do they really need to thi...
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Two Minute Papers
https://www.youtube.com/watch?v=fTBeNAu18_s
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 Ahl...
Dear Fellow Scholars, this is 2 Minute Papers with Károly Zsolnai-Fehér. The goal of this work is to have a robot that automatically creates a 3D model of an indoor space, including path planning and controlling attention. Now this immediately sounds like quite a challenging task. This robot uses an RGB-D camera, so b...
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Two Minute Papers
https://www.youtube.com/watch?v=Uo6hFVRsjpA
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 supp...
Dear Fellow Scholars, this is two-minute papers with Karo Ejona Efehir. Deep learning means that we are working with neural networks that contain many inner layers. As neurons in each layer combine information from the layer before, the deeper we go in these networks, the more elaborate details we're going to see. Let...
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Two Minute Papers
https://www.youtube.com/watch?v=MCHw6fUyLMY
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 Rushto...
Dear Fellow Scholars, this is two-minute papers with Kato Ejona Ifehir. It has been a while now since we've talked about fluid simulations and now it is time for us to have a look at an amazing technique that creates simulations with viscoelastic fluids plus rigid and deformable bodies. This is a possibility with prev...
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Two Minute Papers
https://www.youtube.com/watch?v=_BPJFFkxSbw
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/TwoMi...
Dear Fellow Scholars, this is two-minute papers with Kato Ejeona Ifehir. This work is about performing useful image restoration tasks with a convolution on your own network with an additional twist. Its main use cases are as follows. One, in the case of JPEG artifact removal, the input is this image with many blocky a...
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Two Minute Papers
https://www.youtube.com/watch?v=zjaz2mC1KhM
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, Bria...
Dear Fellow Scholars, this is two-minute papers with Károly Zsolnai-Fehér. Since the latest explosion in AI research, virtually no field of science remains untouched by neural networks. These are amazing tools that help us solve problems where the solutions are easy to identify but difficult to explain. For instance, ...
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Two Minute Papers
https://www.youtube.com/watch?v=XhH2Cc4thJw
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/job...
Dear Fellow Scholars, this is two-minute papers with Karo Ejonei Fahir. This technique is about creating high-resolution images from semantic maps. A semantic map is a colorful image where each of the colors denote an object class, such as pedestrians, cars, traffic signs and lights, buildings and so on. Normally, we ...
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Two Minute Papers
https://www.youtube.com/watch?v=2ciR6rA85tg
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: 13hhmJnLEzwXgm...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifehr. After defeating pretty much every highly ranked professional player in the game of Go, Google DeepMind now ventured into the realm of chess. They recently challenged not the best humans. No, no, no, that was long ago. They challenged Stockfish, the b...
[{"start": 0.0, "end": 4.72, "text": " Dear Fellow Scholars, this is two-minute papers with Karojona Ifehr."}, {"start": 4.72, "end": 9.84, "text": " After defeating pretty much every highly ranked professional player in the game of Go, Google"}, {"start": 9.84, "end": 13.24, "text": " DeepMind now ventured into the re...
Two Minute Papers
https://www.youtube.com/watch?v=YjjTPV2pXY0
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://user...
Dear Fellow Scholars, this is two-minute papers with Kato Jolna Ife here. This is another one of those amazing papers that I am really excited about. And the reason for that is that this is in the intersection of computer graphics and machine learning, which, as you know, is already enough to make me happy, but when I...
[{"start": 0.0, "end": 4.28, "text": " Dear Fellow Scholars, this is two-minute papers with Kato Jolna Ife here."}, {"start": 4.28, "end": 8.48, "text": " This is another one of those amazing papers that I am really excited about."}, {"start": 8.48, "end": 13.96, "text": " And the reason for that is that this is in the...
Two Minute Papers
https://www.youtube.com/watch?v=QmIM24JDE3A
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...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifehir. In this work, a 121-layer convolution on your own network is trained to recognize pneumonia and 13 different diseases. Numonia is an inflammatory lung condition that is responsible for a million hospitalizations and 50,000 deaths per year in the U.S...
[{"start": 0.0, "end": 4.42, "text": " Dear Fellow Scholars, this is two-minute papers with Karojona Ifehir."}, {"start": 4.42, "end": 11.540000000000001, "text": " In this work, a 121-layer convolution on your own network is trained to recognize pneumonia"}, {"start": 11.540000000000001, "end": 13.780000000000001, "te...
Two Minute Papers
https://www.youtube.com/watch?v=v1oWke0Qf1E
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 Pa...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifehir. Let's have a look at some recent results on mural style transfer. You know the drill, we take a photo with some content, and for example, a painting with the desired style, and the output is an image where this style is applied to our content. If th...
[{"start": 0.0, "end": 4.5600000000000005, "text": " Dear Fellow Scholars, this is two-minute papers with Karojona Ifehir."}, {"start": 4.5600000000000005, "end": 8.24, "text": " Let's have a look at some recent results on mural style transfer."}, {"start": 8.24, "end": 12.72, "text": " You know the drill, we take a ph...
Two Minute Papers
https://www.youtube.com/watch?v=6JZNEb5uDu4
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/knap...
Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehair. As we know from the series, neural network-based techniques are extraordinarily successful in defeating problems that were considered to be absolutely impossible as little as 10 years ago. When we'd like to use them for something, choosing the r...
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Two Minute Papers
https://www.youtube.com/watch?v=1zvohULpe_0
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...
Dear Fellow Scholars, this is two-minute papers with Karo Zonai Fahir. This one is going to be a treat. As you know, all too well after watching at least a few episodes of this series, Neural Networks offer us amazingly powerful tools to defeat problems that we didn't stand a chance against for a long, long time. We a...
[{"start": 0.0, "end": 4.64, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Zonai Fahir."}, {"start": 4.64, "end": 6.88, "text": " This one is going to be a treat."}, {"start": 6.88, "end": 11.4, "text": " As you know, all too well after watching at least a few episodes of this series, Neural"}, {"...
Two Minute Papers
https://www.youtube.com/watch?v=M_eaS7X-mIw
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 ...
Dear Fellow Scholars, this is two-minute papers with Károly Zsolnai-Fehér. Reinforcement learning is a technique where we have a virtual creature that tries to learn an optimal set of actions to maximize a reward in a changing environment. Playing video games, helicopter control, and even optimizing light transport si...
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Two Minute Papers
https://www.youtube.com/watch?v=6DVng5JVuhI
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/TwoMinute...
Dear Fellow Scholars, this is two-minute papers with Karajola Ifehir. Image Matting is the process of taking an input image and separating its foreground from the background. It is an important preliminary step for creating visual effects where we cut an actor out from green screen footage and change the background to...
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Two Minute Papers
https://www.youtube.com/watch?v=NEscK5RCtlo
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 Ah...
Dear Fellow Scholars, this is two-minute papers with Károly Zsolnai-Fehér. We have recently witnessed the emergence of neural network-based techniques that are able to synthesize all sorts of images. Our previous episode was about Nvidia's algorithm that created high-resolution images of imaginary celebrities that was...
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Two Minute Papers
https://www.youtube.com/watch?v=VrgYtFhVGmg
NVIDIA's AI Dreams Up Imaginary Celebrities! 👨‍⚖️
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 ...
Dear Fellow Scholars, this is two-minute papers with Károly Zsolnai-Fehér. Hold on to your papers because these results are completely out of this world. You'll soon see why. In this work, high-resolution images of imaginary celebrities are generated via a generative adversarial network. This is an architecture where ...
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Two Minute Papers
https://www.youtube.com/watch?v=Lcxz6dtYjI4
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, E...
Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir. One of the holy grair problems of machine learning research is to achieve artificial general intelligence, AGI in short. Deep Blue was able to defeat the genius Kasperov in chess, but it was unable to tell us what the time was. Algorithms of this...
[{"start": 0.0, "end": 4.08, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir."}, {"start": 4.08, "end": 10.4, "text": " One of the holy grair problems of machine learning research is to achieve artificial general intelligence,"}, {"start": 10.4, "end": 15.68, "text": " AGI in short. De...
Two Minute Papers
https://www.youtube.com/watch?v=p831XtyLA5M
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 Jada...
Dear Fellow Scholars, this is two minute papers with Karojona Ifeher. Earlier, we had an episode about OpenAI's absolutely amazing algorithm that mastered Dota 2, a competitive online battle arena game and managed to beat some of the best players in the world in a relatively limited one versus one game mode. While the...
[{"start": 0.0, "end": 4.28, "text": " Dear Fellow Scholars, this is two minute papers with Karojona Ifeher."}, {"start": 4.28, "end": 11.0, "text": " Earlier, we had an episode about OpenAI's absolutely amazing algorithm that mastered Dota 2,"}, {"start": 11.0, "end": 16.8, "text": " a competitive online battle arena ...
Two Minute Papers
https://www.youtube.com/watch?v=7wt-9fjPDjQ
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 ...
Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir. This is a fully-in-house Disney paper on how to teach a neural network to capture the appearance of clouds. This topic is one of my absolute favorites because it is in the intersection of the two topics I love most, computer graphics and machine ...
[{"start": 0.0, "end": 4.64, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir."}, {"start": 4.64, "end": 11.120000000000001, "text": " This is a fully-in-house Disney paper on how to teach a neural network to capture the appearance"}, {"start": 11.120000000000001, "end": 12.4, "text": "...
Two Minute Papers
https://www.youtube.com/watch?v=dqxqbvyOnMY
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, ...
Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehair. Researchers at MVIDIA have been hitting it out of the park lately, and this work is no different. This technique performs image translation, which means that the input is an image of our choice, and the output is the same image with somewhat dif...
[{"start": 0.0, "end": 4.28, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehair."}, {"start": 4.28, "end": 10.0, "text": " Researchers at MVIDIA have been hitting it out of the park lately, and this work is no different."}, {"start": 10.0, "end": 15.5, "text": " This technique performs i...
Two Minute Papers
https://www.youtube.com/watch?v=mmeoUZ_wRm4
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 Rushto...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifehir. In this series, we talk a lot about different AI algorithms that solve a variety of super-difficult tasks. These are typically tested within a software environment in the form of a simulation program. However, this often leaves the question open whe...
[{"start": 0.0, "end": 4.46, "text": " Dear Fellow Scholars, this is two-minute papers with Karojona Ifehir."}, {"start": 4.46, "end": 10.46, "text": " In this series, we talk a lot about different AI algorithms that solve a variety of super-difficult"}, {"start": 10.46, "end": 11.46, "text": " tasks."}, {"start": 11.4...
Two Minute Papers
https://www.youtube.com/watch?v=9xlSy9F5WtE
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 gene...
Dear Fellow Scholars, this is two-minute papers with Karo Ejolnai-Fehir. Hold on to your papers because this work on AlphaGo is absolute insanity. In the game of Go, the players put stones on the table where the objective is to surround more territory than the opponent. This is a beautiful game that is particularly in...
[{"start": 0.0, "end": 4.76, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Ejolnai-Fehir."}, {"start": 4.76, "end": 9.92, "text": " Hold on to your papers because this work on AlphaGo is absolute insanity."}, {"start": 9.92, "end": 14.8, "text": " In the game of Go, the players put stones on the t...
Two Minute Papers
https://www.youtube.com/watch?v=mECv52eSjBo
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://arisilvennoinen.github.io/Publications/Real-time_Global_Illumination_by_Precomputed_Local_Reconstruction_from_Sparse_Radiance_Probes.pdf We would like to thank our generous Patreon suppo...
Dear Fellow Scholars, this is two-minute papers with Károly Zsolnai-Fehér. This is our 200th episode, so I know you're expecting something great. See how you like this one. One of the most sought-after effects in light transport simulations is capturing indirect illumination. This is a beautiful effect where the color...
[{"start": 0.0, "end": 4.32, "text": " Dear Fellow Scholars, this is two-minute papers with K\u00e1roly Zsolnai-Feh\u00e9r."}, {"start": 4.32, "end": 9.040000000000001, "text": " This is our 200th episode, so I know you're expecting something great."}, {"start": 9.040000000000001, "end": 10.48, "text": " See how you li...
Two Minute Papers
https://www.youtube.com/watch?v=kfJMUeQO0S0
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 Cl...
Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir. This work doesn't have a ton of viewable footage, but I think it is an absolutely amazing piece of craftsmanship. So in the first half of this video, we'll roll some footage from earlier episodes, and in the second half, you'll see the new stuff....
[{"start": 0.0, "end": 4.64, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir."}, {"start": 4.64, "end": 9.68, "text": " This work doesn't have a ton of viewable footage, but I think it is an absolutely amazing"}, {"start": 9.68, "end": 11.64, "text": " piece of craftsmanship."}, {"star...
Two Minute Papers
https://www.youtube.com/watch?v=9BOdng9MpzU
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 sup...
Dear Fellow Scholars, this is two-minute papers with Karo Ejona Efehir. Now that facial recognition is becoming more and more of a hot topic, let's talk a bit about 3D face reconstruction. This is a problem where we have a 2D input photograph or a video of a person and the goal is to create a piece of 3D geometry from...
[{"start": 0.0, "end": 4.5600000000000005, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Ejona Efehir."}, {"start": 4.5600000000000005, "end": 9.48, "text": " Now that facial recognition is becoming more and more of a hot topic, let's talk a bit"}, {"start": 9.48, "end": 11.56, "text": " about 3D ...
Two Minute Papers
https://www.youtube.com/watch?v=T_g6S3f0Z5I
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_minu...
Dear Fellow Scholars, this is two minute papers with Karo Zsolnai-Fehir. With today's graphics technology, we can enjoy many really smooth videos that were created using 60 frames per second. We love it too, and we hope that you noticed that our last 100 or maybe even more episodes have been available in 60 hertz. How...
[{"start": 0.0, "end": 4.6000000000000005, "text": " Dear Fellow Scholars, this is two minute papers with Karo Zsolnai-Fehir."}, {"start": 4.6000000000000005, "end": 10.0, "text": " With today's graphics technology, we can enjoy many really smooth videos that were created"}, {"start": 10.0, "end": 12.08, "text": " usin...
Two Minute Papers
https://www.youtube.com/watch?v=WT0WtoYz2jE
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, ...
Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. In this new age of AI, there is no shortage of articles and discussion about AI safety and, of course, rightfully so. These new learning algorithms started solving problems that were previously thought to be impossible in quick succession. Only...
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Two Minute Papers
https://www.youtube.com/watch?v=2VyhmbEjs9A
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:/...
Dear Fellow Scholars, this is 2 Minute Papers with Karo Ejola Ifehir. In most video games that we've seen for at least a few moments, we'll learn to anticipate what is going to happen in the next second and even more, if given the patience and skills we could attempt to recreate parts of the game itself. And what you ...
[{"start": 0.0, "end": 4.68, "text": " Dear Fellow Scholars, this is 2 Minute Papers with Karo Ejola Ifehir."}, {"start": 4.68, "end": 9.64, "text": " In most video games that we've seen for at least a few moments, we'll learn to anticipate"}, {"start": 9.64, "end": 15.08, "text": " what is going to happen in the next ...
Two Minute Papers
https://www.youtube.com/watch?v=nsuAQcvafCs
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: WaveNe...
Dear Fellow Scholars, this is two-minute papers with Karo Ejona Efeira. This work is doing something truly remarkable. If we have a piece of audio of a real person speaking and a target video footage, it will retime and change the video so that the target person appears to be uttering these words. This is different fr...
[{"start": 0.0, "end": 4.4, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Ejona Efeira."}, {"start": 4.4, "end": 7.4, "text": " This work is doing something truly remarkable."}, {"start": 7.4, "end": 12.5, "text": " If we have a piece of audio of a real person speaking and a target video footage,"...
Two Minute Papers
https://www.youtube.com/watch?v=GNx8rgNcw5c
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://ww...
Dear Fellow Scholars, this is two-minute papers with Karoizona Ifeher. Using light simulation programs, we are able to populate a virtual scene with objects, assign material models to them, and create a beautiful, photorealistic image of this digital scene. The theory of light transport follows the physics of light. T...
[{"start": 0.0, "end": 4.58, "text": " Dear Fellow Scholars, this is two-minute papers with Karoizona Ifeher."}, {"start": 4.58, "end": 9.76, "text": " Using light simulation programs, we are able to populate a virtual scene with objects,"}, {"start": 9.76, "end": 15.72, "text": " assign material models to them, and cr...
Two Minute Papers
https://www.youtube.com/watch?v=Dvd1jQe3pq0
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&t=109s Digital Creatures Learn To Walk - htt...
Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir. Reinforcement learning is an awesome algorithm that is able to play computer games, navigate helicopters, hit a baseball, or even defeat gold champions when combined together with a neural network and Monte Carlo research. It is a quite general a...
[{"start": 0.0, "end": 4.5200000000000005, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir."}, {"start": 4.5200000000000005, "end": 9.92, "text": " Reinforcement learning is an awesome algorithm that is able to play computer games, navigate"}, {"start": 9.92, "end": 15.48, "text": " he...
Two Minute Papers
https://www.youtube.com/watch?v=aR6M0MQBo2w
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 E...
Dear Fellow Scholars, this is two-minute papers with Karoizhou naifahir. In many previous episodes, we talked about generative adversarial networks, a recent new line in machine learning research with some absolutely fantastic results in a variety of areas. They can synthesize new images of animals, create 3D models f...
[{"start": 0.0, "end": 4.32, "text": " Dear Fellow Scholars, this is two-minute papers with Karoizhou naifahir."}, {"start": 4.32, "end": 8.84, "text": " In many previous episodes, we talked about generative adversarial networks,"}, {"start": 8.84, "end": 15.68, "text": " a recent new line in machine learning research ...
Two Minute Papers
https://www.youtube.com/watch?v=14zkfDTN_qo
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-T...
Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. We have talked about some awesome previous works where we use learning algorithms to teach digital creatures to navigate in complex environments. The input is a terrain and a set of joints, feet and movement types, and the output has to be a se...
[{"start": 0.0, "end": 4.48, "text": " Dear Fellow Scholars, this is Two Minute Papers with K\u00e1roly Zsolnai-Feh\u00e9r."}, {"start": 4.48, "end": 9.48, "text": " We have talked about some awesome previous works where we use learning algorithms to teach"}, {"start": 9.48, "end": 13.6, "text": " digital creatures to ...
Two Minute Papers
https://www.youtube.com/watch?v=TItYXBoJ1sc
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, K...
Dear Fellow Scholars, this is two-minute papers with Karo Ejone Fahir. As you know from this series, fluid simulation techniques that are able to create high-fidelity video footage are in abundance in computer graphics research. These techniques all have their own trade-offs, and when we evaluate them, we often use te...
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Two Minute Papers
https://www.youtube.com/watch?v=Mu0ew2F-SSA
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/wa...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifehir. This work is about using AI to create super detailed smoke simulations. Typically, creating a crude simulation doesn't take very long, but as we increase the resolution, the execution time and memory consumption skyrockets. In the age of AI, it only...
[{"start": 0.0, "end": 4.5600000000000005, "text": " Dear Fellow Scholars, this is two-minute papers with Karojona Ifehir."}, {"start": 4.5600000000000005, "end": 9.56, "text": " This work is about using AI to create super detailed smoke simulations."}, {"start": 9.56, "end": 15.040000000000001, "text": " Typically, cr...
Two Minute Papers
https://www.youtube.com/watch?v=bVGubOt_jLI
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 ...
Dear Fellow Scholars, this is two-minute papers with Karo Ejona Efeir. This work is about changing already existing images and videos by adding new objects to them or editing their physical attributes. These editable attributes include gravity, mass, stiffness, or we can even add new physical forces to the scene. For ...
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Two Minute Papers
https://www.youtube.com/watch?v=BjwhMDhbqAs
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 Nanloh...
Dear Fellow Scholars, this is 2 Minute Papers with Károly Zsolnai-Fehér. Today, we are going to talk about a task that humans are remarkably good at, but learning algorithms mostly flounder, and that is creating 3D geometry by looking at a 2D color image. In video games and animation films, this is a scenario that com...
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Two Minute Papers
https://www.youtube.com/watch?v=ZtP3gl_2kBM
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.co...
Dear Fellow Scholars,這兩位是Papers with Karo and Jona and Fahir你們真討厭,吃飽了和足了,就做哪看我說話這件事是在做了一場電影的時間這就說了一場電影的電影我們在做了一場電影的電影這就說了一場電影的電影的電影這就說了一場電影的電影這就是一場電影的電影這就是一場電影的電影這就是一場電影的電影的電影的電影這就是一場電影的電影的電影這就是一場電影的電影的電影這就是一場電影的電影這就是一場電影的電影這就是一場電影的電影這就是一場電影的電影這就是一場電影的電影這就是一場電影的電影這就是一場電影的電影這就是一場電影的電影這就是一場電影的電影這就是一場電影的電影這就是一場電影的電影這就是一場電...
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Two Minute Papers
https://www.youtube.com/watch?v=mL3CzZcBJZU
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...
Dear Fellow Scholars, this is two-minute papers with Kato Ejolna Ifehir. In our earlier episodes, when it came to learning techniques, we almost always talked about supervised learning. This means that we give the algorithm a bunch of images and some additional information, for instance, that these images depict dogs ...
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Two Minute Papers
https://www.youtube.com/watch?v=qKhSZmS6aWw
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-JXgnGm...
Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir, creating a photorealistic image with fur and hair is hard. It is typically done by using light simulation programs where we use the laws of physics to simulate the path of millions and millions of light rays as they bounce off of different object...
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Two Minute Papers
https://www.youtube.com/watch?v=St5lxIxYGkI
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 Ru...
Dear Fellow Scholars, this is Two Minute Papers with Karo Ejona Efehir. This topic has been perhaps the most highly anticipated by you Fellow Scholars, and I am extremely excited to show you the first joint paper between Deep Mind and Blizzard on creating an AI program to play Starcraft 2. Hell yeah! Unfortunately we ...
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