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Two Minute Papers
https://www.youtube.com/watch?v=HSmm_vEVs10
Real-Time Noise Filtering For Light Simulations | Two Minute Papers #181
The paper "Spatiotemporal Variance-Guided Filtering: Real-Time Reconstruction for Path-Traced Global Illumination" is available here: http://cg.ivd.kit.edu/svgf.php WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dave Rushton-Smith, Dennis...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifeher. In this series, we talk a lot about photorealistic rendering, which is one of the most exciting areas in computer graphics research. Photo-realistic rendering means that we put virtual objects in a scene, assign material models to them, and then run...
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Two Minute Papers
https://www.youtube.com/watch?v=cLC_GHZCOVQ
OpenAI's Bot Beats DOTA World Champion Dendi | Two Minute Papers #180
Some updates and clarifications follow: Update 1: we seem to have conflicting information on the training times - both 24 hours and 2 weeks was mentioned. We'll make sure to address this when the official paper appears. Update 2: more from OpenAI - https://blog.openai.com/more-on-dota-2/ Update 3: more reddit discuss...
Dear Fellow Scholars, this is 2 Minute Papers with Karoijona Efehir. It is time for some minds to be blown. Dota 2 is a multiplayer online battle arena game with a huge cult following and world championship events with a prize pool of over 20 million dollars. In this game, players form two teams and control a hero eac...
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Two Minute Papers
https://www.youtube.com/watch?v=_DN2rzHkpZE
Verifying Mission-Critical AI Programs | Two Minute Papers #179
The paper "Reluplex: An Efficient SMT Solver for Verifying Deep Neural Networks" is available here: https://arxiv.org/pdf/1702.01135.pdf Out Patreon page: https://www.patreon.com/TwoMinutePapers Earlier episodes that were showcased: pix2pix - https://www.youtube.com/watch?v=u7kQ5lNfUfg Breaking DeepMind's Game AI Sys...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifeher. This paper does not contain the usual fireworks that you are used to in two-minute papers, but I feel that this is a very important story that needs to be told to everyone. In computer science, we encounter many interesting problems, like finding th...
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Two Minute Papers
https://www.youtube.com/watch?v=xp-YOPcjkFw
DeepMind's AI Learns Imagination-Based Planning | Two Minute Papers #178
The paper "Imagination-Augmented Agents for Deep Reinforcement Learning" is available here: https://arxiv.org/abs/1707.06203 Out Patreon page with the details: https://www.patreon.com/TwoMinutePapers WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christia...
Dear Fellow Scholars, this is two-minute papers with Kato Ijona Ifeher. A bit more than two years ago, the Deep Mind Guys implemented an algorithm that could play Atari Breakout on a superhuman level by looking at the video feed that you see here. And the news immediately took the world by storm. This original paper i...
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Two Minute Papers
https://www.youtube.com/watch?v=vmkqFRyNUWo
AI Learns Semantic Style Transfer | Two Minute Papers #177
The paper "Visual Attribute Transfer through Deep Image Analogy" and its source code is available here: https://arxiv.org/pdf/1705.01088.pdf https://github.com/msracver/Deep-Image-Analogy WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Dav...
Dear Fellow Scholars, this is two-minute papers with Kato Ejona Efehir. Style Transfer is an amazing area in machine learning and AI research where we take two images. Image number one is an input photograph and Image number two is the desired style. And the output of this process is the content of Image number one wi...
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Two Minute Papers
https://www.youtube.com/watch?v=RygQnpQMdPI
Elastoplastic Hair and Cloth Simulations | Two Minute Papers #176
The paper "Anisotropic Elastoplasticity for Cloth, Knit and Hair Frictional Contact" is available here: http://www.math.ucla.edu/~jteran/papers/JGT17.pdf http://dl.acm.org/citation.cfm?id=3073623 Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUP...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifei. This is a piece of elastic cloth modeled from more than a million tiny triangles and its interaction with seven million colored grains of sand. This is super challenging because of two things. One, we have to compute the elastic deformations when thes...
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Two Minute Papers
https://www.youtube.com/watch?v=6c2T2cykE_A
Animating Elastic Rods With Sound | Two Minute Papers #175
The paper "Animating Elastic Rods with Sound" is available here: https://www.cs.cornell.edu/projects/rodsound/ Watch the original video with the sound samples here: https://www.youtube.com/watch?v=ePySSLiyghs WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk,...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifeher. In this series, we talk a lot about photorealistic rendering and making sure that the appearance of our virtual objects is simulated properly. A lot of works on how things look. However, in order to create a more complete sensorial experience, we al...
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Two Minute Papers
https://www.youtube.com/watch?v=343n8xwozJI
Interactive Green-Screen Keying | Two Minute Papers #174
The paper "Interactive High-Quality Green-Screen Keying via Color Unmixing" is available here: http://people.inf.ethz.ch/aksoyy/keying/ Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE T...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifeher. In the film industry, we can often see footage of a human walking on the moon, fighting underwater or appearing in any environment without actually going there. To do this, a piece of footage of the actor is recorded in front of a green screen and t...
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Two Minute Papers
https://www.youtube.com/watch?v=EGnbAgbRIh4
Refocusing Videos With Neural Networks | Two Minute Papers #173
The paper "Light Field Video Capture Using a Learning-Based Hybrid Imaging System" and its implementation is available here: https://arxiv.org/abs/1705.02997 https://github.com/junyanz/light-field-video Recommended for you: Amazing Slow Motion Videos With Optical Flow - https://www.youtube.com/watch?v=7aLda2E0Yyg Two...
Dear Fellow Scholars, this is two minute papers with Karojona Ifeher. Whenever we take an image with our camera and look at it after an event, we often feel that many of them are close to perfect. If only it was less blurry or the focus distance was a bit further away. But the magic moment is now gone, and there's not...
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Two Minute Papers
https://www.youtube.com/watch?v=twWHwVaBfM8
Phace: Physics-based Face Modeling and Animation | Two Minute Papers #172
The paper "Phace: Physics-based Face Modeling and Animation" is available here: http://lgg.epfl.ch/publications/2017/Phace/index.php Our Patreon page: https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD ...
Dear Fellow Scholars, this is two-minute papers with Karojiwana Ifehir. This work is about transferring our gestures onto a virtual human's face in a way that is physically correct. This means that not only the changes in the facial geometry are transferred to a digital character. No, no, no. Here is how it works. Thi...
[{"start": 0.0, "end": 4.46, "text": " Dear Fellow Scholars, this is two-minute papers with Karojiwana Ifehir."}, {"start": 4.46, "end": 11.46, "text": " This work is about transferring our gestures onto a virtual human's face in a way that is physically correct."}, {"start": 11.46, "end": 17.34, "text": " This means t...
Two Minute Papers
https://www.youtube.com/watch?v=7x2UvvD48Fw
Real-Time Hair Rendering With Deep Opacity Maps | Two Minute Papers #171
The paper "Deep Opacity Maps" is available here: http://www.cemyuksel.com/research/deepopacity/ Unofficial implementation: http://prideout.net/blog/?p=69 Recommended for you: The Dunning-Kruger Effect - https://www.youtube.com/watch?v=4Y7RIAgOpn0 Are We Living In a Computer Simulation? - https://www.youtube.com/watch...
Dear Fellow Scholars, this is Two Minute Papers with Kato Ejolna Ifehir. In earlier episodes, we've seen plenty of video footage about hair simulations and rendering. And today, we are going to look at a cool new technique that produces self-shadowing effects for hair and fur. In this image pair, you can see this dras...
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Two Minute Papers
https://www.youtube.com/watch?v=HUFh8cEDeII
Visualizing Fluid Flow With Clebsch Maps | Two Minute Papers #170
The paper "Inside Fluids: Clebsch Maps for Visualization and Processing" and its source code are available here: http://multires.caltech.edu/pubs/Clebsch.pdf http://multires.caltech.edu/pubs/ClebschCodes.zip Recommended for you: Schrödinger's Smoke - https://www.youtube.com/watch?v=heY2gfXSHBo Two Minute Papers Merch...
Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. Everyone who watches this series knows that among many other scientific topics I am severely addicted to fluid simulations. And today it's time to relapse. And this time we are going to run wind tunnel tests on hummingbirds. Typically when a ne...
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Two Minute Papers
https://www.youtube.com/watch?v=XgB3Xg5st2U
AI Learns Visual Common Sense With New Dataset | Two Minute Papers #169
The paper "The "something something" video database for learning and evaluating visual common sense" is available here: https://arxiv.org/abs/1706.04261 Source for the video results: https://medium.com/@raghavgoyal14/7383596f58df Recommended for you: Recurrent Neural Network Writes Sentences About Images - https://ww...
Dear Fellow Scholars, this is Two Minute Papers with Karoizona Ifeher. Today, we are going to talk about a new endeavor to teach some more common sense to learning algorithms. If you remember, in an earlier episode, we talked about an excellent work by Andrei Carpethy, who built an algorithm that looked at an input im...
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Two Minute Papers
https://www.youtube.com/watch?v=vzg5Qe0pTKk
DeepMind's AI Learns Superhuman Relational Reasoning | Two Minute Papers #168
The paper "A simple neural network module for relational reasoning" is available here: https://arxiv.org/abs/1706.01427 Details on our Patreon page: https://www.patreon.com/TwoMinutePapers More on Long Short-Term Memory: Recurrent Neural Network Writes Music and Shakespeare Novels - https://www.youtube.com/watch?v=Jk...
Dear Fellow Scholars, this is two-minute papers with Karoizona Ifehir. This paper is from the Google Deep Mind Guys and is about teaching neural networks to be capable of relational reasoning. This means that we can present the algorithm with an image and ask it relatively complex relational questions. For instance, i...
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Two Minute Papers
https://www.youtube.com/watch?v=ldO7RD3s4_s
Text-based Editing of Audio Narration | Two Minute Papers #167
The paper "VoCo: Text-based Insertion and Replacement in Audio Narration" is available here: http://gfx.cs.princeton.edu/pubs/Jin_2017_VTI/ Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MA...
Dear Fellow Scholars, this is Two Minute Papers with Car Oizro Mnefe Hair. Dear Fellow Scholars, this is Two Minute Papers with Car Oizro Mnefe Hair. Close enough. As you have probably noticed, today we are going to talk about text to speech or TTS in short. TTS means that we write a piece of text and a computer synth...
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Two Minute Papers
https://www.youtube.com/watch?v=oltKUPTBz9Q
Efficient Yarn-based Cloth Simulations | Two Minute Papers #166
The paper "Efficient Yarn-based Cloth with Adaptive Contact Linearization" is available here: https://www.cs.cornell.edu/projects/YarnCloth/ https://www.cs.cornell.edu/projects/YarnCloth/sg10_acl.pdf Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ W...
Dear Fellow Scholars, this is two-minute papers with Kato Ejolenei Fehr. This paper is about creating stunning cloth simulations that are rich in yarn-to-yarn contact. Normally, this is a challenging problem because finding and simulating all the possible contacts between tens of thousands of interlinked pieces of geo...
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Two Minute Papers
https://www.youtube.com/watch?v=SauCsNkGr-E
Iridescent Light Simulations | Two Minute Papers #165
The paper "A Practical Extension to Microfacet Theory for the Modeling of Varying Iridescence" and its source code is available here: https://belcour.github.io/blog/research/2017/05/01/brdf-thin-film.html Additional reading: 1. http://www.care2.com/greenliving/amazing-iridescent-fruit-worlds-most-intense-color.html 2....
Dear Fellow Scholars, this is two-minute papers with Kato Ejona Ifehir. From many fond childhood memories, most of us are quite fond of the colorful physical appearance of bubbles and fuel-water mixtures. We also know surprisingly little about this peculiar phenomenon, where the color of an object changes when we eith...
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Two Minute Papers
https://www.youtube.com/watch?v=R5t74AC6I0A
Simulating Cuts On Virtual Bodies | Two Minute Papers #164
The paper "Robust eXtended Finite Elements for Complex Cutting of Deformables" is available here: https://www.animation.rwth-aachen.de/publication/0551/ https://animation.rwth-aachen.de/media/papers/2017-SIGGRAPH-XFEM.pdf Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.n...
Dear Fellow Scholars, this is two-minute papers with Kato Ejolene Fahir. This paper is about the absolute favorite thing of computer graphics researchers, destroying virtual objects in the most creative ways. This is the only place on earth where words like the formable bodies and cutting can be used in the same sente...
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Two Minute Papers
https://www.youtube.com/watch?v=9bcbh2hC7Hw
DeepMind's AI Creates Images From Your Sentences | Two Minute Papers #163
The paper "Parallel Multiscale Autoregressive Density Estimation" is available here: https://arxiv.org/pdf/1703.03664.pdf Our Patreon page: https://www.patreon.com/TwoMinutePapers Scott Reed's results: https://twitter.com/scott_e_reed/status/841099231666544640 https://twitter.com/scott_e_reed/status/84109890788723507...
Dear Fellow Scholars, this is two-minute papers with Katojol Naifahir. This is one of those new, absolutely insane papers from the Google DeepMind guys. You're going to see a follow-up work to an algorithm that looks at a bunch of images, and from that, it automatically learns the concept of birds, human faces, or cor...
[{"start": 0.0, "end": 4.28, "text": " Dear Fellow Scholars, this is two-minute papers with Katojol Naifahir."}, {"start": 4.28, "end": 9.58, "text": " This is one of those new, absolutely insane papers from the Google DeepMind guys."}, {"start": 9.58, "end": 14.34, "text": " You're going to see a follow-up work to an ...
Two Minute Papers
https://www.youtube.com/watch?v=wlAgyf_e-hA
Style Transfer For Fluid Simulations | Two Minute Papers #162
The paper "Stylized Keyframe Animation of Fluid Simulations" is available here: http://gfx.cs.princeton.edu/pubs/Browning_2014_SKA/index.php Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO M...
Dear Fellow Scholars, this is two-minute papers with Karoizhou and Aifahir. We've seen a lot of fluid and smoke simulations throughout the series. In each of these cases, the objective was to maximize the realism of these animations often to the point where they are indistinguishable from reality. However, there are c...
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Two Minute Papers
https://www.youtube.com/watch?v=Fevg4aowNyc
AI Learns To Create User Interfaces (pix2code) | Two Minute Papers #161
The paper "pix2code: Generating Code from a Graphical User Interface Screenshot" is available here: https://arxiv.org/abs/1705.07962 https://github.com/tonybeltramelli/pix2code Recommended for you: Recurrent Neural Network Writes Music and Shakespeare Novels - https://www.youtube.com/watch?v=Jkkjy7dVdaY Two Minute Pa...
Dear Fellow Scholars, this is two-minute papers with Kato Ejolnai-Fahir. Creating applications for mobile Android and iOS devices is a laborious endeavor, which most of the time includes creating a graphical user interface. These are the shiny, front-end interfaces that enable the user to interact with the back-end of...
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Two Minute Papers
https://www.youtube.com/watch?v=4Df_BluxwkU
Simulating Wet Sand | Two Minute Papers #160
The paper "Multi-species simulation of porous sand and water mixtures" is available here: http://web.cs.ucla.edu/~cffjiang/research/wetsand/wetsand_siggraph17.pdf Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ If you're looking for some additional ...
Dear Fellow Scholars, this is Two Minute Papers with Karojola Ifehir. After around 160 episodes into Two Minute Papers, I think it is no secret to anyone that I am helplessly addicted to fluid simulations, so you can already guess what this episode is going to be about. I bet you will be as spellbound by this beautifu...
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Two Minute Papers
https://www.youtube.com/watch?v=UjuBLS15JqM
Algorithmic Beautification of Selfies | Two Minute Papers #159
The paper "Perspective-aware Manipulation of Portrait Photos" and its demo is available here: http://gfx.cs.princeton.edu/pubs/Fried_2016_PMO/index.php http://faces.cs.princeton.edu/ Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO T...
Dear Fellow Scholars, this is Two Minute Papers with Kato Ejolene Fahir. Today we are going to talk about a rigorous scientific topic, none other than the creation of the perfect selfie photo. By definition, selfies are made by us, which means that these are typically short-range photos, and due to the perspective dis...
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Two Minute Papers
https://www.youtube.com/watch?v=ZEjUqZU1hNQ
Simulating Honey Coiling | Two Minute Papers #158
The paper "Variational Stokes: A Unified Pressure-Viscosity Solver for Accurate Viscous Liquids" is available here: https://cs.uwaterloo.ca/~elariono/stokes/index.html Recommended for you: Simulating Viscosity and Melting Fluids - https://www.youtube.com/watch?v=KgIrnR2O8KQ Two Minute Papers Merch: US: http://twominu...
Dear fellow scholars, this is two-minute papers with Karojona Ifehir. This episode is about simulating a beautiful phenomenon in nature, the buckling and coiling effect of honey. Hmmmm. This effect is due to the high viscosity of materials like honey, which means that they are highly resistant against deformation. Wat...
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Two Minute Papers
https://www.youtube.com/watch?v=5vpklJw7uL0
Designing Decorative Joinery for Furniture | Two Minute Papers #157
The paper "Interactive Design and Stability Analysis of Decorative Joinery for Furniture" is available here: https://jiaxianyao.github.io/joinery/ Note: SketchUp is no longer owned by Google and is now called SketchUp 3D. Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt....
Dear Fellow Scholars, this is two-minute papers with Karoji Olaifa here. This paper is about designing and creating furniture with pieces that are geometrically interlocked. Such pieces not only have artistic value, but such structures can also enhance the integrity and sturdiness of a piece of furniture. This piece o...
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Two Minute Papers
https://www.youtube.com/watch?v=jDxsGW5KUP0
Self-Illuminating Explosions | Two Minute Papers #156
The paper "Lighting Grid Hierarchy for Self-illuminating Explosions" is available here: http://www.cemyuksel.com/research/lgh/ Rendering course at the Technical University of Vienna: https://users.cg.tuwien.ac.at/zsolnai/gfx/rendering-course/ https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi Ou...
Dear Fellow Scholars, this is Two Minute Papers with Kato Ejone Fahir. Today, we are going to talk about explosions. To be precise, imagine that we already have the physics simulation data for an explosion on our computer, but we would like to visualize it on our screen. This requires a light simulation program that i...
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Two Minute Papers
https://www.youtube.com/watch?v=ugdciqeOPeM
Simulating Liquid-Hair Interactions | Two Minute Papers #155
Our Patreon page: https://www.patreon.com/TwoMinutePapers The paper "A Multi-Scale Model for Simulating Liquid-Hair Interactions", and its source code is available here: http://www.cs.columbia.edu/cg/liquidhair/ Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMin...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifeher. We already know that by using a computer we can simulate fluids and we can simulate hair. But what about simulating both of them at the same time? This paper is about liquid hair interaction and simulating the dynamics of wet hair. Our season Fellow...
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Two Minute Papers
https://www.youtube.com/watch?v=wlndIQHtiFw
Real-Time Character Control With Phase-Functioned Neural Networks | Two Minute Papers #154
The paper "Phase-Functioned Neural Networks for Character Control" is available here: http://theorangeduck.com/page/phase-functioned-neural-networks-character-control Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROU...
Dear Fellow Scholars, this is two-minute papers with Károly Zsolnai-Fehér. In this piece of work, we seek to control digital characters in real time. It happens the following way. We specify a target trajectory, and the algorithm has to synthesize a series of motions that follows that path. To make these motions as re...
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Two Minute Papers
https://www.youtube.com/watch?v=2vnLBb18MuQ
Digital Creatures Learn to Navigate in 3D | Two Minute Papers #153
The paper "DeepLoco: Dynamic Locomotion Skills Using Hierarchical Deep Reinforcement Learning" is available here: http://www.cs.ubc.ca/~van/papers/2017-TOG-deepLoco/index.html Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OU...
Dear Fellow Scholars, this is two-minute papers with Karo Ejona Ifeher. Earlier, we have talked about a few amazing algorithms to teach digital creatures to walk. And this time, we are interested in controlling the joints of a digital character to not only walk properly, but take into consideration its surroundings. T...
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Two Minute Papers
https://www.youtube.com/watch?v=D4C1dB9UheQ
AI Learns to Synthesize Pictures of Animals | Two Minute Papers #152
Our Patreon page is available here. Thanks so much for your generous support! https://www.patreon.com/TwoMinutePapers The paper "Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks" and its source code is available here: https://junyanz.github.io/CycleGAN/ Our earlier episodes on regulariz...
Dear Fellow Scholars, this is two minute papers with Karo Ejona Ifeher. I just finished reading this paper and I fell out of the chair. And I can almost guarantee you that the results in this work are so insane, you will have to double or even triple check to believe what you're going to see here. This one is about im...
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Two Minute Papers
https://www.youtube.com/watch?v=oleylS5XGpg
An Efficient Scattering Material Representation | Two Minute Papers #151
The paper "Downsampling Scattering Parameters for Rendering Anisotropic Media" and its source code is available here: https://shuangz.com/projects/multires-sa16/ Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ WE WOULD LIKE TO THANK OUR GENEROUS PAT...
Dear Fellow Scholars, this is 2 Minute Papers with Karo Ejona Ifehir. Have a look at these beautiful images. Representing these materials that you see here takes more than 25GB of storage. You could store several feature length movies on your hard drive using the same amount of storage. And this technique is able to c...
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Two Minute Papers
https://www.youtube.com/watch?v=HTUxsrO-P_8
Deep Photo Style Transfer | Two Minute Papers #150
The paper "Deep Photo Style Transfer" is and its source code is available here: https://arxiv.org/pdf/1703.07511.pdf https://github.com/luanfujun/deep-photo-styletransfer One more different implementation: https://github.com/martinbenson/deep-photo-styletransfer Two Minute Papers Merch: US: http://twominutepapers.com...
Dear Fellow Scholars, this is two-minute papers with Karo Ejona Ifehir. Let's have a look at this majestic technique that is about style transfer for photos. Style transfer is a magical algorithm where we have one photograph with content and one with an interesting style, and the output is a third image with these two...
[{"start": 0.0, "end": 5.0, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Ejona Ifehir."}, {"start": 5.0, "end": 10.8, "text": " Let's have a look at this majestic technique that is about style transfer for photos."}, {"start": 10.8, "end": 16.36, "text": " Style transfer is a magical algorithm wh...
Two Minute Papers
https://www.youtube.com/watch?v=u9UUWqVquXo
AI Creates 3D Models From Faces | Two Minute Papers #149
The paper "Photorealistic Facial Texture Inference Using Deep Neural Networks" is available here: http://www.hao-li.com/Hao_Li/Hao_Li_-_publications.html http://arxiv.org/pdf/1612.00523v1.pdf Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Earlier e...
Dear Fellow Scholars, this is two minute papers with Karo Ejona Efeira. How could it be to be able to place a character representing us in a digital film or a computer game? Of course, it would clearly be an extremely laborious task to digitize the 3D geometry and the Albedo map of our face. This Albedo map means a te...
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Two Minute Papers
https://www.youtube.com/watch?v=1U3YKnuMS7g
AI Learns Geometric Descriptors From Depth Images | Two Minute Papers #148
The paper "3DMatch: Learning Local Geometric Descriptors from RGB-D Reconstructions" is available here: http://3dmatch.cs.princeton.edu/ Recommended for you: Our earlier episode on Siamese networks - https://www.youtube.com/watch?v=a3sgFQjEfp4 WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE...
Dear Fellow Scholars, this is Two Minute Papers with Karoizhou, Naifahir. Today, we are going to discuss a great piece of work that shows us how efficient and versatile neural network based techniques have become recently. Here, the input is a bunch of RGBD images, which are photographs endowed with depth information,...
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Two Minute Papers
https://www.youtube.com/watch?v=8YWgar0uCF8
Semantic Scene Completion From One Depth Image | Two Minute Papers #147
The paper "Semantic Scene Completion from a Single Depth Image" is available here: http://sscnet.cs.princeton.edu/ Recommended for you: How Does Deep Learning Work? - https://www.youtube.com/watch?v=He4t7Zekob0 Artificial Neural Networks and Deep Learning - https://www.youtube.com/watch?v=rCWTOOgVXyE WE WOULD LIKE TO...
Dear Fellow Scholars, this is two-minute papers with Károly Zsolnai-Fehér. This piece of work is an amazing application of deep neural networks that performs semantic scene completion from only one depth image. This depth image is the colorful image that you see here, where the colors denote how far away different obj...
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Two Minute Papers
https://www.youtube.com/watch?v=aAsejHZC5EE
Real-Time Modeling and Animation of Climbing Plants | Two Minute Papers #146
Two Minute Papers on Patreon + our technical memos: https://www.patreon.com/TwoMinutePapers https://www.patreon.com/TwoMinutePapers/posts?tag=what%27s%20new The paper "Interactive Modeling and Authoring of Climbing Plants" is available here: http://www.pirk.info/projects/climbing_plants/ WE WOULD LIKE TO THANK OUR GE...
Dear Fellow Scholars, this is two-minute papers with Karojejona Ifeher. This paper is about interactively modeling and editing, climbing plants. This is one of my favorite kind of works, mundane sounding topic, immaculate execution. There are so many cool things about this paper I don't even know where to start. But f...
[{"start": 0.0, "end": 4.8, "text": " Dear Fellow Scholars, this is two-minute papers with Karojejona Ifeher."}, {"start": 4.8, "end": 9.8, "text": " This paper is about interactively modeling and editing, climbing plants."}, {"start": 9.8, "end": 15.84, "text": " This is one of my favorite kind of works, mundane sound...
Two Minute Papers
https://www.youtube.com/watch?v=lxNEWuO6xQk
Controllable Fluid and Smoke Simulations | Two Minute Papers #145
The paper "Primal-Dual Optimization for Fluids" is available here: http://www.ntoken.com/pubs.html An introduction to fluid simulations and fluid control with source code, both CPU and GPU (OpenCL): 1. https://users.cg.tuwien.ac.at/zsolnai/gfx/fluid_control_msc_thesis/ 2. https://users.cg.tuwien.ac.at/zsolnai/gfx/real...
Dear Fellow Scholars, this is Two Minute Papers with Karoizhou, naifahir. Today, we are going to talk some more about fluid simulations and fluid guiding. Hell yeah! As you know, all too well, it is possible to simulate the loss of fluid motion on a computer, make a digital scene, and create absolutely beautiful video...
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Two Minute Papers
https://www.youtube.com/watch?v=lf3ViWEeKqc
On-the-Fly 3D Printing While Modeling | Two Minute Papers #144
The paper "On-the-Fly Print: Incremental Printing While Modeling" is available here: http://www.huaishu.me/projects/on-the-fly.html http://www.cs.cornell.edu/projects/wireprint/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Christian Lawson, Daniel John B...
Dear Fellow Scholars, this is two minute papers with Karo Zsolnai-Fehir. You are going to love this killer paper. In the classical case of 3D fabrication, we first create the 3D geometry in our modeling software on a computer. Then, after we are done, we send this model to a 3D printer to create a physical copy of it....
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Two Minute Papers
https://www.youtube.com/watch?v=1SHW1-qKKpY
Real-Time Oil Painting on Mobile | Two Minute Papers #143
The paper "Real-Time Oil Painting on Mobile Hardware" is available here: http://graphics.cs.kuleuven.be/publications/SD2016RTOPOMH/index.html In addition: It is mentioned that mobile devices typically have a lower resolution display than desktop computers. While this is true, a more important limiting factor is screen...
Dear Fellow Scholars, this is two-minute papers with Karo Ejol Naifahir. It's been quite a while since we've talked about a paper on fluid simulations. Since my withdrawal symptoms are already kicking in, today I simply have to talk to you about this amazing paint simulator program that runs in real-time and on our mo...
[{"start": 0.0, "end": 4.32, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Ejol Naifahir."}, {"start": 4.32, "end": 8.72, "text": " It's been quite a while since we've talked about a paper on fluid simulations."}, {"start": 8.72, "end": 14.08, "text": " Since my withdrawal symptoms are already kic...
Two Minute Papers
https://www.youtube.com/watch?v=UBORpapdAfU
Instant 3D Floorplans From Your Photos | Two Minute Papers #142
The paper "Rent3D: Floor-Plan Priors for Monocular Layout Estimation" is available here: http://www.cs.toronto.edu/~fidler/projects/rent3D.html http://www.cs.toronto.edu/~urtasun/publications/liu_etal_cvpr15.pdf Followup paper - HouseCraft: http://www.cs.toronto.edu/housecraft/ https://github.com/chuhang/HouseCraft W...
Dear Fellow Scholars, this is two-minute papers with Kato Ejolene Ifehir. In this piece of work, we are interested in creating a 3D virtual tour for an apartment. However, for this apartment, no 3D information is available. Instead, the input for the algorithm is something that we can obtain easily. In this case, a 2D...
[{"start": 0.0, "end": 4.32, "text": " Dear Fellow Scholars, this is two-minute papers with Kato Ejolene Ifehir."}, {"start": 4.32, "end": 10.040000000000001, "text": " In this piece of work, we are interested in creating a 3D virtual tour for an apartment."}, {"start": 10.040000000000001, "end": 14.16, "text": " Howev...
Two Minute Papers
https://www.youtube.com/watch?v=wz9cUncBdxw
Geometric Detail Transfer | Two Minute Papers #141
The paper "Learning Detail Transfer based on Geometric Features" is available here: http://www.chongyangma.com/publications/ld/index.html The story of our recent software and hardware overhaul: https://www.patreon.com/posts/software-and-8622149 WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUT...
Dear Fellow Scholars, this is two-minute papers with Kato Ejone Fehr. In the world of Digital 3D modeling, it often occurs that we are looking for surfaces that are not perfectly smooth but have some sort of surface detail. Wrinkles and gravings, grain on a wooden table are excellent examples of details that we can ad...
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Two Minute Papers
https://www.youtube.com/watch?v=UEPbzj-ekAI
Modeling Knitted Clothing | Two Minute Papers #140
The paper "Stitch Meshes for Modeling Knitted Clothing with Yarn-level Detail" is available here: http://www.cs.cornell.edu/projects/stitchmeshes/ http://www.cemyuksel.com/research/stitchmeshes/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Andrew Melnychuk, Claudio Fernan...
Dear Fellow Scholars, this is two-minute papers with Kato Ejona Ifehir. Not so long ago, we talked about a technique that enabled us to render stunningly high-quality cloth models in real time. It supported level of detail, self-shadowing, and lots of other goodies that make computer game developers, and of course, my...
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Two Minute Papers
https://www.youtube.com/watch?v=n3aoc36V8LM
Structural Image Editing With PatchMatch | Two Minute Papers #139
The paper "PatchMatch: A Randomized Correspondence Algorithm for Structural Image Editing" and part of its source code is available here: http://gfx.cs.princeton.edu/gfx/pubs/Barnes_2009_PAR/index.php Additional, unofficial implementations: https://github.com/ikuwow/PatchMatch https://github.com/rcrandall/PatchMatch ...
Dear Fellow Scholars, this is 2 Minute Papers with Kato Ejo and Afehir. We are currently more than 130 episodes into the series and we still haven't talked about this algorithm. How could we go on for so long without patch match? So let's do this right now. You'll love this one. This technique helps us to make absolut...
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Two Minute Papers
https://www.youtube.com/watch?v=bB54Wz4kq0E
Shape2vec: Understanding 3D Shapes With AI | Two Minute Papers #138
The paper "Shape2Vec: semantic-based descriptors for 3D shapes, sketches and images" is available here: http://www.cl.cam.ac.uk/research/rainbow/projects/shape2vec/ Code (coming soon according to the authors): https://github.com/ftasse/Shape2Vec WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINU...
Dear Fellow Scholars, this is two minute papers with Karo Ejonei Fehere. This one is going to be absolutely amazing. This piece of work is aimed to help a machine build a better understanding of images and 3D geometry. Imagine that we have a large database with these geometries and images, and we can search and compar...
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Two Minute Papers
https://www.youtube.com/watch?v=YWK-bnyXvbg
Space-Time Video Completion | Two Minute Papers #137
The paper "Space-Time Video Completion" is available here: http://www.wisdom.weizmann.ac.il/~vision/VideoCompletion.html Unofficial implementation: http://www2.mta.ac.il/~tal/ImageCompletion/ Disclaimer: as the website mentioned the source code, I incorrectly assumed that it also contains that. Unfortunately, this is...
Dear Fellow Scholars, this is Two Minute Papers with Karo Ejona Efehir. Today, we are going to talk about an algorithm that is capable of filling holes in space and time. Classical image in painting or in other words, filling holes in images is something that we've explored in earlier episodes. There are several incre...
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Two Minute Papers
https://www.youtube.com/watch?v=8u3Hkbev2Gg
Stable Neural Style Transfer | Two Minute Papers #136
The paper "Stable and Controllable Neural Texture Synthesis and Style Transfer Using Histogram Losses" is available here: https://arxiv.org/abs/1701.08893 Texture synthesis survey: http://www-sop.inria.fr/reves/Basilic/2009/WLKT09/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSS...
Dear Fellow Scholars, this is two-minute papers with Kato Ejona Ifehir. Neural style transfer is an incredible technique where we have two input photographs, and the output would be a combination of these two, namely the content of one and the artistic style of the other fused together. When the first paper appeared o...
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Two Minute Papers
https://www.youtube.com/watch?v=QFu0vZgMcqk
Breaking DeepMind's Game AI System | Two Minute Papers #135
Our Patreon page is available here: https://www.patreon.com/TwoMinutePapers The paper "Adversarial Attacks on Neural Network Policies" is available here: http://rll.berkeley.edu/adversarial/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Claudio Fernandes, Daniel John Bent...
Dear Fellow Scholars, this is two-minute papers with Kato Ijola Ifehir. Not so long ago, Google DeepMind introduced a novel learning algorithm that was able to reach superhuman levels in playing many Atari games. It was a spectacular milestone in AI research. Interestingly, while these learning algorithms are being im...
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Two Minute Papers
https://www.youtube.com/watch?v=brs1qCDzRdk
Automatic Creation of Sketch Tutorials | Two Minute Papers #134
The paper "How2Sketch: Generating Easy-To-Follow Tutorials for Sketching 3D Objects" is available here: http://geometry.cs.ucl.ac.uk/projects/2017/how2sketch/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Claudio Fernandes, Daniel John Benton, Dave Rushton-Smith, Sunil Kim...
Dear Fellow Scholars, this is 2 Minute Papers with Kato Ejonei Fahir. Have a look at this magnificent idea. The input is a digital 3D model of an object and the viewpoint of our choice and the output is an easy to follow step-by-step breakdown on how to draw it. Automated drawing tutorials. I wish tools like this were...
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Two Minute Papers
https://www.youtube.com/watch?v=u7kQ5lNfUfg
AI Makes Stunning Photos From Your Drawings (pix2pix) | Two Minute Papers #133
Online demo of pix2pix (try drawing there!): https://affinelayer.com/pixsrv/ The paper "Image-to-Image Translation with Conditional Adversarial Nets" and its source code is available here: https://phillipi.github.io/pix2pix/ Twitter: https://twitter.com/search?vertical=default&q=pix2pix&src=typd More amusing results...
Dear Fellow Scholars, this is two minute papers with Kato Ejone Fahir. In an earlier work, we were able to change a photo of an already existing design according to our taste. That was absolutely amazing. But now, hold on to your papers and have a look at this. Because here, we can create something out of thin air. Th...
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Two Minute Papers
https://www.youtube.com/watch?v=JzOc_NNY_zY
Real-Time Fiber-Level Cloth Rendering | Two Minute Papers #132
The paper "Real-time Fiber-level Cloth Rendering" is available here: http://www.cs.utah.edu/~kwu/rtfr.html WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Claudio Fernandes, Daniel John Benton, Dave Rushton-Smith, Sunil Kim. https://www.patreon.com/TwoMinutePapers Subscribe...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifeher. This piece of work shows us how to render a piece of cloth down to the level of fibers. This is a difficult problem because we need to be able to handle models that are built from potentially over a hundred million fiber curves. This technique suppo...
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Two Minute Papers
https://www.youtube.com/watch?v=ZUa5sNVSjGw
Shape and Material from Video | Two Minute Papers #131
The paper "Recovering Shape and Spatially-Varying Surface Reflectance under Unknown Illumination" is available here: http://www.cs.wm.edu/~ppeers/showPublication.php?id=Xia:2016:RSS WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Claudio Fernandes, Daniel John Benton, Dave R...
Dear Fellow Scholars, this is Two Minute Papers with Karoizuna Ifeher. Imagine the following. We put an object on a robot arm and the input is a recorded video of it. And the output would be the digital geometry and the material model for this object. This geometry and material model, we can plug into a photorealistic...
[{"start": 0.0, "end": 5.24, "text": " Dear Fellow Scholars, this is Two Minute Papers with Karoizuna Ifeher."}, {"start": 5.24, "end": 6.5600000000000005, "text": " Imagine the following."}, {"start": 6.5600000000000005, "end": 11.56, "text": " We put an object on a robot arm and the input is a recorded video of it."}...
Two Minute Papers
https://www.youtube.com/watch?v=psOPu3TldgY
Learning to Fill Holes in Images | Two Minute Papers #130
The paper "Scene Completion Using Millions of Photographs" is available here: http://graphics.cs.cmu.edu/projects/scene-completion/scene-completion.pdf WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Claudio Fernandes, Daniel John Benton, Dave Rushton-Smith, Sunil Kim. https...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifehir. This paper is from 2007, from 10 years ago, and I'm sure you'll be surprised by how well it is holding up to today's standards. For me, it was one of the works that foreshadowed the incredible power of data-driven learning algorithms. So, let's grab...
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Two Minute Papers
https://www.youtube.com/watch?v=kf-KViOuktc
AI Builds 3D Models From Images With a Twist | Two Minute Papers #129
The paper "IM2CAD" is available here: http://homes.cs.washington.edu/~izadinia/im2cad.html LSUN Challenge datasets: http://lsun.cs.princeton.edu/2016/ More related papers are available here: http://www.cs.toronto.edu/~fidler/projects/rent3D.html http://web.engr.illinois.edu/~slazebni/publications/iccv15_informative.p...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifeher. CAD stands for Computer Aided Design, basically a digital 3D model of a scene. Here is an incredibly difficult problem. What if we give the computer a photograph of a living room and the output would be a digital, fully modeled 3D scene, a CAD model...
[{"start": 0.0, "end": 5.12, "text": " Dear Fellow Scholars, this is two-minute papers with Karojona Ifeher."}, {"start": 5.12, "end": 11.16, "text": " CAD stands for Computer Aided Design, basically a digital 3D model of a scene."}, {"start": 11.16, "end": 13.88, "text": " Here is an incredibly difficult problem."}, {...
Two Minute Papers
https://www.youtube.com/watch?v=LmYKfU5O_NA
Digital Creatures Learn to Cooperate | Two Minute Papers #128
The paper "Discovery of complex behaviors through contact-invariant optimization" is available here: http://homes.cs.washington.edu/~todorov/papers/MordatchSIGGRAPH12.pdf http://homes.cs.washington.edu/~todorov/papers.html Our earlier episode on optimization: https://www.youtube.com/watch?v=1ypV5ZiIbdA Our technical ...
Dear Fellow Scholars, this is Two Minute Papers with Karoi Zsolnai-Fehir. Here's a really cool computer animation problem you'll love this one. We take a digital character, specify an initial pose and a target objective, for instance, a position somewhere in space. And the algorithm has to come up with a series of smo...
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Two Minute Papers
https://www.youtube.com/watch?v=XbuEYcFfl6s
How Do Hollywood Movies Render Smoke? | Two Minute Papers #127
The paper "Importance Sampling Techniques for Path Tracing in Participating Media" is available here: https://www.solidangle.com/research/egsr2012_volume.pdf Implementation in 2k (binary + video without code): https://users.cg.tuwien.ac.at/zsolnai/gfx/volumetric-path-tracing-with-equiangular-sampling-in-2k/ Solid Ang...
Dear Fellow Scholars, this is Two Minute Papers with Károly Zsolnai-Fehér. How do people create these beautiful computer-generated images and videos that we see in Hollywood blockbuster movies? In the world of light simulation programs, to obtain a photorealistic image, we create a digital copy of a scene, add the cam...
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Two Minute Papers
https://www.youtube.com/watch?v=-all65C-dh0
Fast Photorealistic Fur and Hair With Cone Tracing | Two Minute Papers #126
Our Twitter feed is available here: https://twitter.com/karoly_zsolnai The paper "Cone Tracing for Furry Object Rendering" is available here: http://gaps-zju.org/mlchai/resources/qin2014cone.pdf http://gaps-zju.org/mlchai/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sun...
Dear Fellow Scholars, this is two-minute papers with Karoizona Ifeher. This is a cone-based ray tracing algorithm for rendering photorealistic images of hair and furry objects where the number of hair strands is typically over a hundred thousand. Okay, wait, what do these terms mean exactly? Ray tracing means a bona f...
[{"start": 0.0, "end": 4.36, "text": " Dear Fellow Scholars, this is two-minute papers with Karoizona Ifeher."}, {"start": 4.36, "end": 15.32, "text": " This is a cone-based ray tracing algorithm for rendering photorealistic images of hair and furry objects where the number of hair strands is typically over a hundred t...
Two Minute Papers
https://www.youtube.com/watch?v=vaFhLAbPi8w
Game AI Development With OpenAI Universe | Two Minute Papers #125
OpenAI Universe + blog post: https://openai.com/blog/universe/ https://universe.openai.com/ Also, make sure to check out Google DeepMind's lab: https://github.com/deepmind/lab https://deepmind.com/blog/open-sourcing-deepmind-lab/ For the record: no, I am not an Edge user. :) Terrain learning footage credit: http://w...
Dear Fellow Scholars, this is two-minute papers with Kato Ijona Ifehir. OpenAI's gym was a selection of gaming environments for reinforcement learning algorithms. This is a class of techniques that are able to learn and perform an optimal chain of actions in an environment. This environment could be playing video game...
[{"start": 0.0, "end": 4.5600000000000005, "text": " Dear Fellow Scholars, this is two-minute papers with Kato Ijona Ifehir."}, {"start": 4.5600000000000005, "end": 10.56, "text": " OpenAI's gym was a selection of gaming environments for reinforcement learning algorithms."}, {"start": 10.56, "end": 15.72, "text": " Thi...
Two Minute Papers
https://www.youtube.com/watch?v=WovbLx8C0yA
Enhance! Super Resolution From Google | Two Minute Papers #124
The paper "RAISR: Rapid and Accurate Image Super Resolution" is available here: https://arxiv.org/abs/1606.01299 Additional supplementary materials: https://drive.google.com/file/d/0BzCe024Ewz8ab2RKUFVFZGJ4OWc/view Blog posts: https://research.googleblog.com/2016/11/enhance-raisr-sharp-images-with-machine.html https:...
Dear Fellow Scholars, this is two-minute papers with Karo Ejona Ifehir. What is super-resolution? Super-resolution is a process where our input is a course, low-resolution image, and the output is the same image, but now with more details and in high-resolution. We'll also refer to this process as image upscaling. And...
[{"start": 0.0, "end": 4.76, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Ejona Ifehir."}, {"start": 4.76, "end": 6.76, "text": " What is super-resolution?"}, {"start": 6.76, "end": 13.4, "text": " Super-resolution is a process where our input is a course, low-resolution image, and the output"}, ...
Two Minute Papers
https://www.youtube.com/watch?v=Yd4blFeRTEw
Large-Scale Fluid Simulations On Your Graphics Card | Two Minute Papers #123
The paper "A scalable Schur-complement fluids solver for heterogeneous compute platforms" is available here: http://graphics.cs.wisc.edu/Papers/2016/LMAS16/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. http...
Dear Fellow Scholars, this is 2 Minute Papers with Karajona Ifeher. The better fluid simulation techniques out there typically run on our graphical cards, which if we formulate the problem in a way that the many compute units within can do in parallel if they row in unison if you will, will be greeted by an incredible...
[{"start": 0.0, "end": 5.6000000000000005, "text": " Dear Fellow Scholars, this is 2 Minute Papers with Karajona Ifeher."}, {"start": 5.6000000000000005, "end": 10.6, "text": " The better fluid simulation techniques out there typically run on our graphical cards,"}, {"start": 10.6, "end": 16.2, "text": " which if we fo...
Two Minute Papers
https://www.youtube.com/watch?v=HO1LYJb818Q
AI Makes 3D Models From Photos | Two Minute Papers #122
The paper "Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling" and its source code is available here: http://3dgan.csail.mit.edu/ https://arxiv.org/pdf/1610.07584v2.pdf More about generative adversarial networks (and some explanations): Image Editing with Generative Adversar...
Dear Fellow Scholars, this is two-minute papers with Karo Zolnai-Fehir. What if we try to build a generative adversarial network for 3D data? This means that this network would work not on the usual two-dimensional images, but instead on three-dimensional shapes. So, the generator network generates a bunch of differen...
[{"start": 0.0, "end": 5.0, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Zolnai-Fehir."}, {"start": 5.0, "end": 10.200000000000001, "text": " What if we try to build a generative adversarial network for 3D data?"}, {"start": 10.200000000000001, "end": 15.72, "text": " This means that this network...
Two Minute Papers
https://www.youtube.com/watch?v=MtWtY4DdiWs
Text Style Transfer | Two Minute Papers #121
The paper "Awesome Typography: Statistics-Based Text Effects Transfer" is available here: https://arxiv.org/abs/1611.09026 Recommended for you: Artistic Style Transfer For Videos - https://www.youtube.com/watch?v=Uxax5EKg0zA WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: S...
Dear Fellow Scholars, this is two-minute papers with Kato Ejona Ifehir. Before we start, it is important to emphasize that this paper is not using neural networks. Not so long ago, in 2015, the news took the world by storm. Researchers were able to create a novel neural network-based technique for artistic style trans...
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Two Minute Papers
https://www.youtube.com/watch?v=oitGRdHFNWw
Deep Learning Program Hallucinates Videos | Two Minute Papers #120
The paper "Generating Videos with Scene Dynamics" and its source code, and a pre-trained network is available here: http://web.mit.edu/vondrick/tinyvideo/ Recommended for you: Image Synthesis From Text With Deep Learning - https://www.youtube.com/watch?v=rAbhypxs1qQ What is an Autoencoder? - https://www.youtube.com/w...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifeher. Ever thought about the fact that we have a stupendously large amount of unlabeled videos on the internet? And, of course, with the ascendancy of machine learning algorithms that can learn by themselves, it would be a huge missed opportunity to not m...
[{"start": 0.0, "end": 5.0, "text": " Dear Fellow Scholars, this is two-minute papers with Karojona Ifeher."}, {"start": 5.0, "end": 9.84, "text": " Ever thought about the fact that we have a stupendously large amount of unlabeled videos"}, {"start": 9.84, "end": 10.84, "text": " on the internet?"}, {"start": 10.84, "e...
Two Minute Papers
https://www.youtube.com/watch?v=7aLda2E0Yyg
Amazing Slow Motion Videos With Optical Flow | Two Minute Papers #119
The paper "An Iterative Image Registration Technique with an Application to Stereo Vision" is available here: http://cseweb.ucsd.edu/classes/sp02/cse252/lucaskanade81.pdf Our earlier episode on extrapolation: https://www.youtube.com/watch?v=AHl2JjGsu0s WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE T...
Dear Fellow Scholars, this is 2 Minute Papers with Károly Zsolnai-Fehér. I am really excited to show this to you as I was looking to make this episode for quite a while. You'll see lots of beautiful slow motion footage during the narration, and at first it may seem disconnected from the narrative, but by the end of th...
[{"start": 0.0, "end": 4.72, "text": " Dear Fellow Scholars, this is 2 Minute Papers with K\u00e1roly Zsolnai-Feh\u00e9r."}, {"start": 4.72, "end": 9.08, "text": " I am really excited to show this to you as I was looking to make this episode for quite"}, {"start": 9.08, "end": 10.08, "text": " a while."}, {"start": 10....
Two Minute Papers
https://www.youtube.com/watch?v=iOWamCtnwTc
Neural Network Learns The Physics of Fluids and Smoke | Two Minute Papers #118
The paper "Accelerating Eulerian Fluid Simulation With Convolutional Networks" and its source code is available here: http://cims.nyu.edu/~schlacht/CNNFluids.htm https://users.cg.tuwien.ac.at/zsolnai/accelerating-eulerian-fluid-simulation-convolutional-networks/ https://github.com/google/FluidNet The mentioned previou...
Dear Fellow Scholars, this is two-minute papers with Karojolna Ifehir. This piece of work is still in progress, done by one of the members of the Google Brain Research Team and several researchers from the amazing New York University. The goal was to show a neural network video footage of lots and lots of fluid and sm...
[{"start": 0.0, "end": 5.12, "text": " Dear Fellow Scholars, this is two-minute papers with Karojolna Ifehir."}, {"start": 5.12, "end": 9.88, "text": " This piece of work is still in progress, done by one of the members of the Google Brain"}, {"start": 9.88, "end": 14.56, "text": " Research Team and several researchers...
Two Minute Papers
https://www.youtube.com/watch?v=dQSzmngTbtw
Stunning Video Game Graphics With Voxel Cone Tracing (VXGI) | Two Minute Papers #117
The paper "Interactive Indirect Illumination Using Voxel Cone Tracing" is available here: https://research.nvidia.com/publication/interactive-indirect-illumination-using-voxel-cone-tracing Implementations (without highlighting a particular one): https://goo.gl/AZeWAU Our post on Patreon on improvements you can expect...
Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir. I consider this one to be one of the most influential papers in the field of light transport. Normally, to create a photorealistic image, we have to create a digital copy of a scene and simulate the paths of millions of light rays between the cam...
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Two Minute Papers
https://www.youtube.com/watch?v=rAbhypxs1qQ
Image Synthesis From Text With Deep Learning | Two Minute Papers #116
The paper "StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks" is available here: https://arxiv.org/abs/1612.03242 Source code for this project is also available here: https://github.com/hanzhanggit/StackGAN We have a Patreon post on the improvements you can expect from Two...
Dear Fellow Scholars, this is two-minute papers with Karo Ejona Ifehir. This is what we have been waiting for. Earlier, we talked about a neural network that was able to describe in a full sentence what we can see on an image, and it had done a damn good job at that. Then, we have talked about the technique that did s...
[{"start": 0.0, "end": 5.2, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Ejona Ifehir."}, {"start": 5.2, "end": 7.48, "text": " This is what we have been waiting for."}, {"start": 7.48, "end": 12.68, "text": " Earlier, we talked about a neural network that was able to describe in a full sentence"...
Two Minute Papers
https://www.youtube.com/watch?v=PMSV7CjBuZI
Crumpling Sound Synthesis | Two Minute Papers #115
The paper "Crumpling Sound Synthesis" is available here: http://www.cs.columbia.edu/cg/crumpling/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://www.patreon.com/TwoMinutePapers Subscr...
Dear Fellow Scholars, this is Two Minute Papers with Karojol Nefahir. Hmmmm. Today, we are going to crush some soda cans. In the footage that you see here, the animations are performed by an already existing algorithm for thin shell deformations. And for a complete sensorial experience, this piece of work aims to synt...
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Two Minute Papers
https://www.youtube.com/watch?v=j7XWCCvBrwU
3D Printing Flexible Shells For Molding | Two Minute Papers #114
The paper "FlexMolds: Automatic Design of Flexible Shells for Molding" is available here: http://vcg.isti.cnr.it/Publications/2016/MPBC16/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https:...
Dear Fellow Scholars, this is two-minute papers with Karojol Naifahir. This work is about 3D printing flexible molds for objects with detailed geometry. The main observation is that the final object not only has to be cast, but also has to be removed conveniently from the mold. Finding an appropriate layout for the cu...
[{"start": 0.0, "end": 5.2, "text": " Dear Fellow Scholars, this is two-minute papers with Karojol Naifahir."}, {"start": 5.2, "end": 10.72, "text": " This work is about 3D printing flexible molds for objects with detailed geometry."}, {"start": 10.72, "end": 15.84, "text": " The main observation is that the final obje...
Two Minute Papers
https://www.youtube.com/watch?v=cUWDeDRet4c
Multiphase Fluid Simulations | Two Minute Papers #113
The paper "Multiphase SPH Simulation for Interactive Fluids and Solids" is available here: http://cg.cs.tsinghua.edu.cn/papers/SIG_2016_Multiphase.pdf http://cg.cs.tsinghua.edu.cn/research.htm WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel ...
Dear Fellow Scholars, this is two-minute papers with Károly Zsolnai-Fehér. What a wonderful day to talk about fluid simulations. This technique is an extension to smooth particle hydrodynamics or SPH in short, which is a widely used particle-based simulation technique where the visual quality scales with the number of...
[{"start": 0.0, "end": 5.0, "text": " Dear Fellow Scholars, this is two-minute papers with K\u00e1roly Zsolnai-Feh\u00e9r."}, {"start": 5.0, "end": 8.8, "text": " What a wonderful day to talk about fluid simulations."}, {"start": 8.8, "end": 14.56, "text": " This technique is an extension to smooth particle hydrodynami...
Two Minute Papers
https://www.youtube.com/watch?v=tB0AVkPDDJU
Precomputed Deformation Simulations | Two Minute Papers #112
The paper "Expediting Precomputation for Reduced Deformable Simulation " is available here: http://www.cs.columbia.edu/cg/fastprecomp/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https://ww...
Dear Fellow Scholars, this is two-minute papers with Karo Ejolene Fahir. This piece of work is about reducing the time needed to simulate elastic deformations by means of pre-computation. Okay, so what does the term pre-computation mean? If we are at an open book exam and we are short on time, which is basically every...
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Two Minute Papers
https://www.youtube.com/watch?v=DzsZ2qMtEUE
Sound Propagation With Bidirectional Path Tracing | Two Minute Papers #111
The paper "Interactive Sound Propagation with Bidirectional Path Tracing" is available here: http://gaps-zju.org/bst/ Veach's paper on Multiple Importance Sampling: http://www.cs.jhu.edu/~misha/ReadingSeminar/Papers/Veach95.pdf http://dl.acm.org/citation.cfm?id=218498 I am also holding a full course on light transpor...
Dear Fellow Scholars, this is two-minute papers with Karo Ejona Ifeher. Imagine if we had an accurate algorithm to simulate how different sound effects would propagate in a virtual world. We would find computer games exhibiting gunfire in open areas or a pianist inside a castle courtyard to be way more immersive, and ...
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Two Minute Papers
https://www.youtube.com/watch?v=FeMSEaHR8aw
Water Wave Simulation with Dispersion Kernels | Two Minute Papers #110
The paper "Dispersion Kernels for Water Wave Simulation" is available here: http://www.gmrv.es/Publications/2016/CMTKPO16/ Recommended for you: Rocking Out With Convolutions - https://www.youtube.com/watch?v=JKYQOAZRZu4 Separable Subsurface Scattering - https://www.youtube.com/watch?v=72_iAlYwl0c&t=1s WE WOULD LIKE T...
Dear Fellow Scholars, this is two minute papers with Károly Zsolnai-Fehér. In this piece of work, we are interested in simulating the dynamics of water waves. There are quite a few forces acting on a bucket of water, such as surface tension, internal pressure, external force fields, such as wind for instance, and grav...
[{"start": 0.0, "end": 4.9, "text": " Dear Fellow Scholars, this is two minute papers with K\u00e1roly Zsolnai-Feh\u00e9r."}, {"start": 4.9, "end": 10.3, "text": " In this piece of work, we are interested in simulating the dynamics of water waves."}, {"start": 10.3, "end": 15.700000000000001, "text": " There are quite ...
Two Minute Papers
https://www.youtube.com/watch?v=7JbN9vXxGYE
3D Printing Acoustic Filters | Two Minute Papers #109
The paper "Acoustic Voxels: Computational Optimization of Modular Acoustic Filters" is available here: http://www.cs.columbia.edu/cg/lego/ WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang. https:...
Dear Fellow Scholars, this is two-minute papers with Karoizhola Ifehir. What is an acoustic filter? Well, it is an arbitrarily shaped object that takes a sound as an input and outputs a different sound. These filters have some really amazing applications that you'll hear about in a minute. In this work, a novel techni...
[{"start": 0.0, "end": 4.72, "text": " Dear Fellow Scholars, this is two-minute papers with Karoizhola Ifehir."}, {"start": 4.72, "end": 6.88, "text": " What is an acoustic filter?"}, {"start": 6.88, "end": 14.36, "text": " Well, it is an arbitrarily shaped object that takes a sound as an input and outputs a different ...
Two Minute Papers
https://www.youtube.com/watch?v=aMo7pkkaZ9o
Synchronizing Animations To Sound | Two Minute Papers #108
The paper "Inverse-Foley Animation: Synchronizing rigid-body motions to sound" is available here: http://www.cs.cornell.edu/projects/Sound/ifa/ Recommended for you: Sound Synthesis for Fluids With Bubbles - https://www.youtube.com/watch?v=kwqme8mEgz4 Synthesizing Sound From Collisions - https://www.youtube.com/watch?v...
Dear Fellow Scholars, this is two-minute papers with Karo Ejona Efehir. This is going to be absolutely amazing. Earlier, we had some delightful discussions on synthesizing sound from animations. The input would be a sequence, for instance, a video depicting the complete and other destruction of plates, wooden bunnies,...
[{"start": 0.0, "end": 4.64, "text": " Dear Fellow Scholars, this is two-minute papers with Karo Ejona Efehir."}, {"start": 4.64, "end": 7.6000000000000005, "text": " This is going to be absolutely amazing."}, {"start": 7.6000000000000005, "end": 12.92, "text": " Earlier, we had some delightful discussions on synthesiz...
Two Minute Papers
https://www.youtube.com/watch?v=4MfG9CDufPA
Deep Learning Program Simplifies Your Drawings | Two Minute Papers #107
The Ishikawa Watanabe Laboratory, the University of Tokyo laboratory has all rights to the materials shown in the video. The paper "Learning to Simplify: Fully Convolutional Networks for Rough Sketch Cleanup" and its online demo is available here: http://hi.cs.waseda.ac.jp/~esimo/en/research/sketch/ http://hi.cs.wased...
Dear Fellow Scholars, this is two-minute papers with Karo Ejolna Ifehir. First, let's talk about RESTOR and Vector Graphics. What do these terms mean exactly? A RESTOR image is a grid made up of pixels, and for each of these pixels we specify a color. That's all there is in an image. It is nothing but a collection of ...
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Two Minute Papers
https://www.youtube.com/watch?v=NnzzSkKKoa8
Human Pose Estimation With Deep Learning | Two Minute Papers #106
The paper "Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Image" is available here: http://files.is.tue.mpg.de/black/papers/BogoECCV2016.pdf Welch Labs: Neural Networks Demystified - https://www.youtube.com/playlist?list=PLiaHhY2iBX9hdHaRr6b7XevZtgZRa1PoU Learning to See - https://www.you...
Dear Fellow Scholars, this is 2 Minute Papers with Károly Zsolnai-Fehér. Post-estimation is an interesting area of research where we typically have a few images or video footage of humans and we try to automatically extract the post this person was taking. In short, the input is mostly a 2D image and the output is typ...
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Two Minute Papers
https://www.youtube.com/watch?v=QkqNzrsaxYc
Computer Games Empower Deep Learning Research | Two Minute Papers #105
The paper "Playing for Data: Ground Truth from Computer Games" is available here: http://download.visinf.tu-darmstadt.de/data/from_games/ Computer graphics / VR challenge grant at Experiment: https://experiment.com/grants/graphics-and-virtualreality Other popular datasets: - CamVid - http://mi.eng.cam.ac.uk/research/...
Dear Fellow Scholars, this is two-minute papers with Karoijona Ifehir. What are datasets? A dataset is typically a big bunch of data, for instance a database of written letters, digits, images of human faces, stock market data that scientists can use to test their algorithms on. If two research groups wish to find out...
[{"start": 0.0, "end": 5.0, "text": " Dear Fellow Scholars, this is two-minute papers with Karoijona Ifehir."}, {"start": 5.0, "end": 6.0, "text": " What are datasets?"}, {"start": 6.0, "end": 12.36, "text": " A dataset is typically a big bunch of data, for instance a database of written letters,"}, {"start": 12.36, "e...
Two Minute Papers
https://www.youtube.com/watch?v=sWZQxB2es88
Building a Community Around Two Minute Papers
The Two Minute Papers Data project: https://www.reddit.com/r/twominutepapers/comments/58qa8p/github_repository_for_video_data/ https://www.reddit.com/r/twominutepapers/comments/5a6jes/suggestions_and_help_on_twominutepapersdata/ A nice writeup about the Starcraft 2 panel az Blizzcon: https://www.reddit.com/r/starcraft...
Dear Fellow Scholars, this is Two Minute Papers with Kalo Ejolna Ifehir. This is a quick update on our plans with Two Minute Papers. The more I look at our incredibly high quality comments sections on YouTube or the community efforts that started out on our subreddit, the more I get the feeling that we should strive t...
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Two Minute Papers
https://www.youtube.com/watch?v=u9kvJbWb_1U
How To Steal a Lost Election With Gerrymandering | Two Minute Papers #104
Gerrymandering, is the process of manipulating electoral district boundaries to turn the tide of an election. There are efficient mathematical techniques to optimally solve such a problem and we'll see how the different electoral districts in the US evolved over the last 20 years as a result of gerrymandering. _______...
Dear Fellow Scholars, this is two-minute papers with Karo Ejone Fahir. Let's talk about the mathematical intricacies of the elections. Here you can see the shape of the 12th congressional district in North Carolina in the 90s. This is not a naturally shaped electoral district, is it? One might say this is more of an a...
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Two Minute Papers
https://www.youtube.com/watch?v=fl-7e8yBUic
Real-Time Soft Body Dynamics for Video Games | Two Minute Papers #103
We have had plenty of episodes about fluid simulations, so how about some tasty soft body dynamics for today? Soft body dynamics basically means computing what happens when we smash together different deformable objects. Examples include folding sheets, playing around with noodles, or torturing armadillos. I think this...
Dear Fellow Scholars, this is two-minute papers with Karajjona Ifehir. We have had plenty of episodes about fluid simulations, so how about some tasty soft body dynamics for today? Soft body dynamics basically means computing what happens when we smash together different deformable objects. Examples include folding sh...
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Two Minute Papers
https://www.youtube.com/watch?v=nK3giIsNAHg
Generating Tangle Patterns With Grammars | Two Minute Papers #102
A tangle pattern is a beautiful, intervowen tapestry of basic stroke patterns, like dots, straight lines, and simple curves. If we look at some of these works, we see that many of these are highly structured, and maybe, we could automatically create such beautiful structures with a computer. ______________ The paper...
Dear Fellow Scholars, this is two-minute papers with Kato Ejone Fahir. A Tangle pattern is a beautiful, interwoven tapestry of basic stroke patterns, like dots, straight lines and simple curves. If we look at some of these works, we see that many of these are highly structured, and maybe we could automatically create ...
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Two Minute Papers
https://www.youtube.com/watch?v=w2D5JR83pFI
3D Printing Materials With Subsurface Scattering | Two Minute Papers #98
Better Explained tutorials: https://betterexplained.com/articles/an-interactive-guide-to-the-fourier-transform/ https://betterexplained.com/cheatsheet/ Today, our main question is whether we can reproduce the effect of subsurface scattering with 3D printed materials. The input would be a real material, and the output ...
Dear Fellow Scholars, this is two-minute papers with Károly Zsolnai-Fehér. Subsurface scattering means that not every ray of light is reflected on the surface of the material, but some of it may get inside somewhere and come out somewhere else. For instance, our skin is a great and fairly unknown example of that. We c...
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Two Minute Papers
https://www.youtube.com/watch?v=kwqme8mEgz4
Sound Synthesis for Fluids With Bubbles | Two Minute Papers #97
In this work, the authors created a simulator, that shows us not only the motion of a piece of fluid, but the physics of bubbles within as well. This sounds great, but there are two huge problems: one, there are a lot of them, and two, they can undergo all kinds of deformations and topology changes. __________________...
Dear Fellow Scholars, this is two-minute papers with Karo Ejona Ifehir. We have had quite a few episodes on simulating the motion of fluids and creating beautiful footages from the results. In this work, the authors created a simulator that shows us not only the motion of a piece of fluid, but the physics of bubbles w...
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Two Minute Papers
https://www.youtube.com/watch?v=5-xMV3sT3Tw
3D Printing Auxetic Materials | Two Minute Papers #96
In this episode, we shall talk about auxetic materials. Auxetic materials are materials that when stretched, thicken perpendicular to the direction we're stretching them. In other words, instead of thinning, they get fatter when stretched. _____________________________________ The paper "Beyond Developable: Computati...
Dear Fellow Scholars, this is two minute papers with Kato Ejolene Fehir. We are back, and in this episode we shall talk about oxidic materials. Oxetic materials are materials that when stretched, thicken, perpendicular to the direction we are stretching them. In other words, instead of thinning, they get fatter when s...
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Two Minute Papers
https://www.youtube.com/watch?v=ZaAUFqcfDJg
Patreon Update - New Machine!
Our Patreon page is available here: https://www.patreon.com/TwoMinutePapers The new PC configuration is the following: Motherboard: Asrock H170A-X1 CPU: Intel Core i5-6600 3.3GHz LGA1151 BOX RAM: 16GB 2400MHz Kingston DDRIV HyperX Fury Black Kit RAM HX424C15FB VGA: Gigabyte PCI-E NVIDIA GTX1060 WF2 OC (6144MB, DDR5, 1...
Dear Fellow Scholars, this is Two Minute Papers with Karo Zsolnai-Fehir. I apologize for the delays during last week. I always put out notifications about such events on Twitter and Facebook. Make sure to follow us there so you fellow scholars know about these well in advance. And I have to say, during this time, I re...
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Two Minute Papers
https://www.youtube.com/watch?v=Mx8viOFKiIs
Sound Propagation With Adaptive Impulse Responses | Two Minute Papers #95
A realistic simulation of sounds within virtual environments dramatically improves the immersion of the user in computer games and virtual reality applications. To be able to simulate these effects, we need to compute the interaction between sound waves and the geometry and materials within the scene. Let's see how thi...
Dear Fellow Scholars, this is two-minute papers with Károly Zsolnai-Fehér. Have you ever wondered how your voice or your guitar would sound in the middle of a space station? A realistic simulation of sounds with and virtual environments dramatically improves the immersion of the user in computer games and virtual real...
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Two Minute Papers
https://www.youtube.com/watch?v=bLFISzfQCDQ
Estimating Matrix Rank With Neural Networks | Two Minute Papers #94
This tongue in cheek work is about identifying matrix ranks from images, plugging in a convolutional neural network where it is absolutely inaproppriate to use. The paper "Visually Identifying Rank" is available here: http://www.oneweirdkerneltrick.com/rank.pdf David Fouhey's website is available here: http://www.cs....
Dear Fellow Scholars, this is two-minute papers with Karojone Fahir. This piece of work is not meant to be a highly useful application, only a tongue-in-cheek jab at the rising trend of trying to solve simple problems using deep learning without carefully examining the problem at hand. As always, we note that all intu...
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Two Minute Papers
https://www.youtube.com/watch?v=CqFIVCD1WWo
WaveNet by Google DeepMind | Two Minute Papers #93
Let's talk about Google DeepMind's Wavenet! This piece of work is about generating audio waveforms for Text To Speech and more. Text To Speech basically means that we have a voice reading whatever we have written down. The difference in this work, is, however that it can synthesize these samples in someone's voice prov...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifeher. When I opened my inbox today, I was greeted by a huge dayage of messages about WaveNet. Well, first, it's great to see that so many people are excited about these inventions, and second, may all your wishes come true as quickly as this one. So here ...
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Two Minute Papers
https://www.youtube.com/watch?v=XmM1tF7AxdA
Automatic Hair Modeling from One Image | Two Minute Papers #92
This time, we are going to talk about hair modeling - obtaining hair geometry information from a photograph. This geometry information we can use in our movies and computer games. We can also run simulations on them and see how they look on a digital character. This is a remarkably difficult problem and you'll see a gr...
Dear Fellow Scholars, this is Two Minute Papers with Karojona Ifahir. A couple episodes ago, we finally set sail in the wonderful world of hair simulations, and today we shall continue our journey in this domain. But this time, we're going to talk about hair modeling. So first, what is the difference between hair simu...
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Two Minute Papers
https://www.youtube.com/watch?v=ksCSL6Ql0Yg
StyLit, Illumination-Guided Artistic Style Transfer | Two Minute Papers #91
Earlier, we have talked quite a bit about a fantastic new tool that we called artistic style transfer. This means that we have an input photograph that we'd like to modify, and another image from which we'd like to extract the artistic style. This way, we can, for instance, change our photo to look in the style of famo...
Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir. Earlier, we have talked quite a bit about a fantastic new tool that we called artistic style transfer. This means that we have an input photograph that we'd like to modify and another image from which we'd like to extract the artistic style. This...
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Two Minute Papers
https://www.youtube.com/watch?v=HvHZXPd0Bjs
Interactive Hair-Solid Simulations | Two Minute Papers #90
We have talked about fluid and cloth simulations earlier, but we never really set foot in the domain of hair simulations in the series. To obtain some footage of virtual hair movement, simulating the dynamics of hundreds of thousands of hair strands is clearly too time consuming and would be a flippant attempt to do ...
Dear Fellow Scholars, this is two-minute papers with Karojejolna Ifeher. We have talked about fluid and cloth simulations earlier, but we never really set foot in the domain of hair simulations in the series. To obtain some footage of virtual hair movement, simulating the dynamics of hundreds of thousands of hair stra...
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Two Minute Papers
https://www.youtube.com/watch?v=cVZzkSaxKmY
3D Printing With Filigree Patterns | Two Minute Papers #89
Filigrees are detailed, thin patterns typically found in jewelry, fabrics and ornaments, and as you may imagine, crafting such motifs on objects is incredibly laborious. This project is about leaving out the craftsmen from the equation by choosing a set of target filigree patterns and creating a complex shape out of th...
Dear Fellow Scholars, this is two-minute papers with Karoje Zsolnai-Fehir. Filigrees are detailed, thin patterns typically found in jewelry, fabrics, and ornaments, and as you may imagine, crafting such motives on objects is incredibly laborious. This project is about leaving out the craftsmen from the equation by cho...
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Two Minute Papers
https://www.youtube.com/watch?v=XpwW3glj2T8
Neural Material Synthesis | Two Minute Papers #88
We are going to talk about techniques that create physically based material models from photographs that we can use in our light simulation programs. In an earlier work, two photographs are required for high-quality reconstruction. It seems that working from only one photograph doesn't seem possible at all. However, wi...
Dear Fellow Scholars, this is Two Minute Papers with Karojona Ifehir. If you are new here, this is a series about research with the name Two Minute Papers, but let's be honest here, it's never two minutes. We are going to talk about two really cool papers that help us create physically based material models from photo...
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Two Minute Papers
https://www.youtube.com/watch?v=heB2tD0-r-c
On the Complexity of Two Minute Papers | Two Minute Papers #87
There are some minor changes coming to Two Minute Papers, and I am trying my very best to make it as enjoyable as possible to you, so I would really like to hear your opinion on an issue. The earlier episode showcased in the video: Schrödinger's Smoke - https://www.youtube.com/watch?v=heY2gfXSHBo WE WOULD LIKE TO THA...
Dear Fellow Scholars, this is two-minute papers with Karo Zsolnai-Fehir. This is not an episode about a paper, but it's about the series itself. There are some minor changes coming, and I'm trying my very best to make it as enjoyable as possible to you, so I would really like to hear your opinion on an issue. Many of ...
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Two Minute Papers
https://www.youtube.com/watch?v=Rdpbnd0pCiI
What is an Autoencoder? | Two Minute Papers #86
Autoencoders are neural networks that are capable of creating sparse representations of the input data and can therefore be used for image compression. There are denoising autoencoders that after learning these sparse representations, can be presented with noisy images. What is even better is a variant that is called t...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifahir. As we have seen in earlier episodes of the series, neural networks are remarkably efficient tools to solve a number of really difficult problems. The first applications of neural networks usually revolved around classification problems. Classificati...
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Two Minute Papers
https://www.youtube.com/watch?v=gHMY40kEXzs
The Science of Medal Predictions (2016 Rio Olympics Edition) | Two Minute Papers #85
The 2016 Rio Olympic Games is right around the corner, so it is the perfect time to talk a bit about how we can use science to predict the results. Daniel Johnson, a professor of microeconomics at the Colorado College created a simple prediction model, that, over the past 5 Olympic Games, was able to achieve 94% agree...
Dear Fellow Scholars, this is two minute papers with Karo Ejona Efehir. The 2016 Rio Olympic Games is right around the corner, so it is the perfect time to talk a bit about how we can use science to predict the results. Before we start, I'd like to mention that we won't be showcasing any predictions for this year's Ol...
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Two Minute Papers
https://www.youtube.com/watch?v=a1z6GXj8QK8
Peer Review and the NeurIPS Experiment | Two Minute Papers #84
What is peer review and how is it done? How can we check the validity of a paper? And more importantly, how can we be sure that the peer review process is fair and consistent? We'll talk about these things and how the NIPS experiment addresses them. ____________________ The NIPS experiment: http://blog.mrtz.org/2014/...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifehir. We are here to answer a simple question. What is peer review? Well, in science, making sure that the validity of published results is beyond doubt, is of utmost importance. To this end, many scientific journals and conferences exist, where researche...
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Two Minute Papers
https://www.youtube.com/watch?v=ZHoNpxUHewQ
Task-based Animation of Virtual Characters | Two Minute Papers #83
This piece of work is about synthesizing believable footstep animations for virtual characters. The paper "Task-based Locomotion" is available here: http://www.cs.ubc.ca/~van/papers/2016-TOG-taskBasedLocomotion/index.html WE WOULD LIKE TO THANK OUR GENEROUS PATREON SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Davi...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifehir. In this piece of work, you'll see wondrous little sequences of animations where a virtual character is asked to write on a whiteboard, move boxes, and perform different kinds of sitting behaviors. The emphasis is on synthesizing believable footstep ...
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Two Minute Papers
https://www.youtube.com/watch?v=1ypV5ZiIbdA
What is Optimization? + Learning Gradient Descent | Two Minute Papers #82
Let's talk about what mathematical optimization is, how gradient descent can solve simpler optimization problems, and Google DeepMind's proposed algorithm that automatically learn optimization algorithms. The paper "Learning to learn by gradient descent by gradient descent" is available here: http://arxiv.org/pdf/1606...
Dear Fellow Scholars, this is two-minute papers with Karojona Ifehir. Today, we're not going to have the usual visual fireworks that we had with most topics in computer graphics, but I really hope you'll still find this episode enjoyable and stimulating. This episode is also going to be a bit heavy on what optimizatio...
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Two Minute Papers
https://www.youtube.com/watch?v=zLzhsyeAie4
Bundlefusion: 3D Scenes from 2D Videos | Two Minute Papers #81
This piece of work enables us to walk around in a room with a camera, and create a complete 3D computer model from the video footage. Note that the title says "2D", but since RGB-D cameras are relatively new, they are both referred to as 2D and 3D (I've heard 2.5D as well before). We went with the 2D for now and I hope...
Dear Fellow Scholars, this is 2 Minute Papers with Kato Yjona Yfahir. This piece of work enables us to walk around in a room with a camera and create a complete 3D computer model from the video footage. The technique has a really cool effect where the 3D model is continuously refined as we obtain more and more data by...
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