Video Style Transfer Github

project page / GitHub / arXiv / video / Best paper (people's choice) Manipulating images in order to control the saliency of objects is the goal of this paper. 新人第一次投稿,请大家多多支持。如果梵高生在当代,当代的流行文化会有所不同吗?在这个视频中,我用星月夜的风格对新海诚的作品进行风格迁移,并且将其作为Bad apple的背景视频。. Inspired by the work in classification and segmentation domain where people utilize multi-task training pipeline to improve the network performances, e. ai for the course "Convolutional Neural Networks". Basically am trying to solve a few QC use cases involving a website and refining it with a side navigation bar, etc. Visualization. We propose an efficient algorithm to embed a given image into the latent space of StyleGAN. No matter you want to fix a bug, add a feature or do a code review, Gitpod get's you started immediately. Big thanks to all the fellas at CS231 Stanford!. Explained - Neural Style Transfer Research Paper. A video actually shows 24 frames per second. Proxy fitting allows the transfer of weights to assets. Note: we ended up diverging by two lectures from last term’s offering of CPSC 340. Video Source: Logan Engstrom. In the list of issues, click the issue you'd like to transfer. Model Metadata. Get started with IFTTT, the easiest way to do more with your favorite apps and devices for free. There's another AI hackathon at Google this week if anyone is interested in For segmentation we didn't have time to implement Mask R-CNN, but we found a helpful github Here are a few techniques we could try implementing: Video Style Transfer with Optical Flow http. Politically correct, professional, and carefully crafted scientific exposition in the paper and during my oral presentation at CVPR last. B8B3D659" X-MAF-Information: Produced By MAF V5. We have developed the same code for three frameworks (well, it is cold in Moscow), choose your favorite: Torch TensorFlow Lasagne. Specifically, we utilized the models trained by Johnson et al. We present an approach that transfers the style from one image (for example, a painting) to a whole video sequence. Polaroid Emulsion Transfers commonly referred to as Emulsion Lifts, is an image transfer process where the instant image is removed from a Polaroid photo. Fast Neural Style Transfer with Deeplearn. The code is located at this Github repo. Style transfer has also found commercial interest as a way of one-shot learning filters for photography. Gatys, Alexander S. Built with industry leaders. This is your very first post. Video-React is a web video player built from the ground up for an HTML5 world using React library. Latest visual experiment by LuluxXX utilizes video style transfer to slow-motion footage of splashy fluid dynamics (soundtracked with Boards Of Canada) I am really happy that I could make in possible for this work to look as it would be an actual manga style but transferred to the skin. org 2-day prequel to Certified LeSS Basics 1-day event Learn Scrum From Those Who Created and Maintain It. The CSi2 algorithm is an ensemble machine learning algorithm to detect inactivity of VMs as well as suggest a course of action like termination or snapshot. In the case of e-hawk. Back to GitHub. - artistic_video_scaling_loop. org designates 67. 34 Real-world examples of data tensors 35 Vector data 35 Timeseries data or sequence data 35 Image data 36 Video data book's website, www. Eventbrite - John Coleman presents Official Scrum. Video Understaning. Sarı-lacivertli takım Bankalar Birliği'yle yapılan anlaşmaya imza atmamış ve harcama limitlerinin gerçekten uzak olduğunu belirterek, limit arttırımı talebinde bulunmuştu. Alappuzha: Two policemen transferred after their video driving police vehicle without seat belt goes viral. 25 View on GitHub Download. We achieve this by tracking image features across time. Enterprise. They were able to train a neural network to apply a single style to any given content image. Directions for this are located on the GitHub site. August 23, 2019 admin. Identity mapping loss: the effect of the identity mapping loss on Monet to Photo. Before BU, I was a ME student in Computational Science and Engineering at Harvard. NOTE: there is no current migration path to import your existing repositories into the new application - you can drag-and-drop your repositories from disk onto the application to get started. The three major Transfer Learning scenarios look as follows: ConvNet as fixed feature extractor. This is the source code for fast video style transfer described in. * https://github. Bluetooth File Transfer for Android, free and safe download. Video-to-video style transfer using convolutional neural networks. I converted input video into a image sequence and with the help of a simple bash script I have run it on the each frame. FTP命令是Internet用户使用最频繁的命令之一,不论是在DOS还是UNIX操作系统下使用FTP,都会遇到大量的FTP内部命令。. Interact with the Ethereum blockchain easily & securely. Q&A for Ubuntu users and developers. pl/xge= mius. View on GitHub CS231n Assignment Solutions. From: Subject: =?utf-8?B?Q3VtaHVyYmHFn2thbsSxIGRvxJ9ydWRhbiByZWt0w7ZyIGF0YXlhYmlsZWNlayAtIFNvbiBEYWtpa2EgR8O8bmRlbSBIYWJlcmxlcmk=?= Date: Tue, 08 Nov 2016 14:05:23. , Bethge, M. Jumping on a trampoline suspended 100 ft in the air. You can read more about the transfer learning at cs231n notes. Philm, a video editing app that enables users to convert video clips into animated art works, is one of China's answers to this trend. Neural Style Transfer (NST) uses a previously trained convolutional network, and builds on top of that. Compiled fresh from Github daily. Single Style Transfer. Completed Assignments for CS231n: Convolutional Neural Networks for Visual Recognition Spring 2017. We need someone who is an expert in Wordpress to handle various projects periodically. The style here is Udnie, as above. We proposed to train a network that does style transfer and localization. utimes problem [nodejs] How do I set breakpoints in, and debug, Node. We are looking for someone we can work with on an ongoing basis to help us with various. 25 View on GitHub Download. CSS3 is great, but not every web browser out there fully supports CSS3 and CSS3 itself has not reached its final release stage. Video rendered in 640X360 to reduce GPU usage. For photo-realistic style transfer, we need first compile the pytorch_spn repository. This is the last article in a four-part series on the current stateof 3D printing. Line 23: warning {undefined_behaviour,gen_leader} in "/deps/gproc/src/gproc_dist. “Content” includes, but is not limited to, text, graphics, photos, sounds, audio, and videos in the form of, by way of example and not limitation, news reports, podcasts, videos, and music. We approach this problem as video-to-video translation using pose as an intermediate representation. This aritcle assumes that you followed the setup directions found here OR that you have python correctly setup on your machine with an anaconda environment that has TensorFlow installed. style transfer approach. Commercial Autoresponders are great, but their use can be a little expensive if you are a beginner in the task of building your list. style-transfer - An implementation of "A Neural Algorithm of Artistic Style" by L. Overview of the sample projects templates included with AWS DeepLens. In process of submission, First Author. Best of all, you can also scan the Web as a similar news for your team or new theme far, or plan your favorite movie sound files and video from any person who wants. Use transform_video. Style transfer is the task of changing the style of an image in one domain to the style of an image in another domain. Explained - Neural Style Transfer Research Paper. Related video. Free online video converter, audio converter, image converter, eBook converter. [email protected] √ Access, manage and share your local and pc files with easy way √ All in one cloud storage manager and cloud file explorer (Include almost all popular cloud storage) What's New. iTools - the Best iTunes Alternative for Mac Os / Windows 5 Top iTunes Alternatives for Mac| Transfer Music between Top 3 iTunes Alternatives for Android - Wondershare. org designates 67. More Information: GitHub. The model is a deep convolutional image to image neural network with three convolutional layers, five residual blocks, and three deconvolutional layers. The video stars actor Alex Karpovsky (of Girls fame) as a magician who seems to be trapped in some sort of Groundhog Day-style loop and floating through the Whatever's going on, it all fits very neatly with the aesthetics of style transfer, which give surfaces weird new hallucinogenic depth, shifting and. work on style transfer using deep neural nets was a pioneer. py to train a new style transfer network. Since this is basically a personal fun project, the documentation is nonexistent and the main part of the code resides in two Jupyter notebooks: style-transfer. You can find my own TensorFlow implementation of this method of style transfer on my GitHub repository. Guide on how to setup neural style transfer on windows. The official home of the Python Programming Language. Keep your data private and secure. 0 Content-Type: multipart/related; boundary. This feature is not available right now. ===== This file is a translation of the main russian changelog and is provided by volunteers. Multi-scale Zero-shot Style Transfer by Feature Decoration View on GitHub Download. iTools - the Best iTunes Alternative for Mac Os / Windows 5 Top iTunes Alternatives for Mac| Transfer Music between Top 3 iTunes Alternatives for Android - Wondershare. Polaroid Emulsion Transfers commonly referred to as Emulsion Lifts, is an image transfer process where the instant image is removed from a Polaroid photo. In my experiment, CAGAN was able to swap clothes in different categories, for example, long/short sleeve t-shirts (which is not shown in original paper). fast-style-transfer. Merged style: in this scenario, we merge all styles in the keyframes and treat the blended version as a representation of the entire video. Stylized Content. You can find the details on Deeplearning4j examples in the GitHub class implementation originally started on The implementation is so efficient that it can also be applied to videos, so it will be quite interesting to. style transfer approach. [email protected] This article will guide you to a proven alternative; and in the resources box you will find the link to a detailed. 7M parameters, remove all but 11,868 of them, and still produce great looking stylized images. And you can open the github repo from Colab and nbviewer And go to nbviewer from Colab and github Works all 3 ways!! New feature of opening new notebooks in one-click is already developed in the master branch, just need to push it to the extension platforms :). Sytle: Udnie (Young American Girl, The Dance), 1913 - Francis Picabia. "This is faster than Facebook's soon-to-be-released Caffe2Go, which does style transfer at 20 fps on iPhone6s according to the press. Style Transfer Another similar work is style transfer [10,11,19], which synthesizes image whose contents are from one input image and the style is from Image-to-image translation is significant to many computer vision and machine learning tasks such as image synthesis and video synthesis. While much of this research has aimed at speeding up processing, the approaches are still lacking from a principled, art historical standpoint: a style is more than just a single image or an artist, but previous work is limited to only a single instance of a style or shows no benefit from more images. Basically am trying to solve a few QC use cases involving a website and refining it with a side navigation bar, etc. ru/discovery/trailer/165242?onlyPlayer=1&autoplay=0&cover=1" frameborder="0" allowfullscreen="1" id="movie-trailer" allow="autoplay">. Looking for someone reliable and who may be open to a teaching component. Here we introduce an artificial system based on a Deep Neural Network that creates artistic images of high perceptual quality. Stack Exchange Network. Left: real Monet, Right: generated photo. “If you just apply the algorithm frame by frame, you don’t get a coherent video — you get flickering in the sequence,” says University of Freiburg postdoc Alexey Dosovitskiy. Objective. cv-foundation. In this tutorial, you will learn how to train a convolutional neural network for image classification using transfer learning. Submit a Video. We need someone who is an expert in Wordpress to handle various projects periodically. neural-style A Torch implementation of the neural style transfer algorithm from the paper "A Neural Algorithm of Artistic Style" by Leon A. Transfer Learning with Keras. * Add your custom modifications here, this file will never be modified by an update. We have developed the same code for three frameworks (well, it is cold in Moscow), choose your favorite: Torch TensorFlow Lasagne. It works thanks to a data structure known as the call stack. 2020 00:59:59 +0000 - build 5546 1. com user, you can use a personal access token to import your project from GitHub, but this method cannot associate all user activity (such as issues and pull requests) with matching GitLab users. ffmpeg_writer as ffmpeg_writer. Prior to that, I was a Researcher at Visual Computing Group, Microsoft Research Asia (MSRA) from 2015 to 2018. We describe the style transfer technique. SFTP or SSH File Transfer Protocol also called Secure File Transfer Protocol is a network protocol that allows you to securely transfer files over a network. Net Development; Support; Technical Support; If this is your first visit, be sure to check out the FAQ by clicking the link above. Pay with card. We proposed to train a network that does style transfer and localization. Multi-scale Zero-shot Style Transfer by Feature Decoration View on GitHub Download. Kostenlos nikon picture control下載 herunterladen bei UpdateStar - The Picture Control Utility application, which manages and adjusts Picture Control files can be launched from either the ViewNX software, included with the camera, or the optional Capture NX 2 software. py to train a new style transfer network. "--Boundary_(ID_MPYYcH2yBaCUYDIhRLwtNQ) Content-type: text/plain; charset=iso-8859-1 Content-transfer-encoding: 7BIT hi friends plz suggest me which tool is better among INFORMATICA AND DATASTAGING to start my carrier as a ETL DEVELOPER , interms of job prospects and for the future carrier with regards dayanand n,s --Boundary_(. In the list of issues, click the issue you'd like to transfer. Has to integrate with existing code base but. Kavita Bala. Content, samples, downloads, design inspiration,and other resources you need to complete your app or game development project for Windows. Released on a raw and rapid basis, Early Access books and videos are released chapter-by-chapter so you get new content as it’s created. Use it, love it, spread it: Tell the world about Candy. zip Download as. The reading group has been running weekly for several years within the Department of Computing, Macquarie University (although we’ve only set up this github page in 2018). Keep your data private and secure. See the examples below: Original Picture. Enterprise. import css in your app or add video-react styles in your page. I completed my undergraduate degree at the California Institute of Technology working with Mathieu Desbrun. We have received many interesting examples and applications, developed by users! Note that the video examples are run on a per-frame basis, with no temporal consistency enforced. Publication (* = Equal Contribution). Xiaogang Wang. Taking the StyleGAN trained on the FFHD dataset as an example, we show results for image morphing, style transfer, and expression transfer. I work as a research assistant in the Image and Video Computing (IVC) lab. net, however, the scammers managed to trick an OpenProvider customer service rep into transferring the domain to another registrar with a Dijkxhoorn shared records obtained from OpenProvider showing that on Dec. Style Transfer by Adobe, image source: Engadget Example from Prisma website. Model Distillation with Knowledge Transfer in Face Classification, Alignment and Verification Attention-Set based Metric Learning for Video Face Recognition. {header('Content-Description: File Transfer'); header('Content-Type: application/octet-stream'). airline_seat_individual_suite. project page / GitHub / arXiv / video / Best paper (people's choice) Manipulating images in order to control the saliency of objects is the goal of this paper. Video Results. TopStyle 5 includes a new style definition for CSS3. During a briefing with reporters, Facebook representatives passed around iPhones running the video style transfer software. The model is based on the Pytorch Fast Neural Style Transfer Example. It’s gotten faster, safer, and more reliable. Over the last couple of years. These notes accompany the Stanford CS class CS231n: Convolutional Neural Networks for Visual Recognition. As usual, source code of this post is pushed into GitHub. Video-to-video style transfer using convolutional neural networks. Our implementation uses TensorFlow to train a fast style transfer network. Gerrit Code Review. If you write in Haml, Sass, and CoffeeScript, you'll get an index. Applying style transfer to a drone video seems amazing. Vision-to-Language Tasks Based on Attributes and Attention Mechanism arXiv_CV arXiv_CV Image_Caption Attention Caption Relation VQA. It doesn't iterate over a list of repositories and it doesn't clone the repositories. py to view all the possible parameters. Specifically, we utilized the models trained by Johnson et al. sky sports transfer centre - ftp script transfer files - transfer wii u back to wii - gareth bale transfer - aqha transfer report - ipod transfer expert problem - transfer photos from mac to iphone without icloud - iphone to iphone music transfer problem - kbl monex transfer - 2018 19 transfer window - iphone. Message-ID: 854874322. Che-Rung Lee. GitHub Blog Post Relative links in markup files: Starting today, GitHub supports relative links in markup files. Example Usage. This was one of the final projects in Coursera's DeepLearning Specialization. Style Transfer Tutorial Videos In United States. Scroll down to the GitHub Pages. I've noticed some GitHub projects have not only a README file, but also a README. It doesn't iterate over a list of repositories and it doesn't clone the repositories. Video rendered in 640X360 to reduce GPU usage. Our Team Terms Privacy Contact/Support. I've noticed some GitHub projects have not only a README file, but also a README. ffmpeg_writer as ffmpeg_writer. com/Hvass-Labs/TensorFlow-Tutor. GitHub Integration. We pay for ALL legitimate visitor you bring to your links and payout at least $1. Locally: follow the instructions in the model README on GitHub. org 2-day prequel to Certified LeSS Basics 1-day event Learn Scrum From Those Who Created and Maintain It. pdf-- example PDF output References and appendix should be appended into the same (single) PDF document, and do not count towards the page count. Active mixed content. About the Reader. March 2013. Generative Adversarial Nets are such a rich topic for exploration, we're going to build one that was released just 2 months ago called the "DiscoGAN" that lets us transfer the style between 2. An important control transfer mechanism is function invocation. I did a postdoc in the School of Math, USTC from 2012-2015. What does domain transfer mean? Can a domain name be transferred from one registrar to another? How can a domain name be transferred to another person? Read this article if you want to know more about the domain transfer process. IEEE International Conference on Multimedia and Expo (ICME), 2018 FReLU: Flexible Rectified Linear Units for Improving Convolutional Neural Networks Suo Qiu, Xiangmin Xu, Bolun Cai. Contribute to SaberArthurus/video-style-transfer development by creating an account on GitHub. Cast Iron’s commitment to quality means we’re selective but dedicated to what we do. Generating Style-specific Chinese Tang Poetry with a Simple Actor-Critic Model Dayiheng Liu, Jiancheng Lv, Yunxia Li IEEE Transactions on Emerging Topics in Computational Intelligence. cloneWithProps does not transfer key or ref to the cloned element. This project allows you to transfer the style of an image or a video sequence based on the style image provided. Sytle: Udnie (Young American Girl, The Dance), 1913 - Francis Picabia. Click the Edit link to modify or delete it, or start a new post. The example is the Processing implementation of the OpenCV sample, fast_neural_style. More Information: GitHub. Image analo-gy is the rst classic style transfer method for images [10], which learns. ===== drkns 18. For a short intro to how these algorithms work, check out the video below. Check this link. org 2-day prequel to Certified LeSS Basics 1-day event Learn Scrum From Those Who Created and Maintain It. I'm trying to figure out how to restrict repo access for a contractor i have. Are We Making Real Progress in Simulated Environments? Measuring the Sim2Real Gap in Embodied Visual Navigation. UPDATE: A much faster version which runs in under one second per frame is avaliable at fast-artistic-videos , but it only works for precomputed style templates. Contributing. org/abs/1604. The examples shown on this slide were generated by Justin Johnson. sass, and script. Free online video converter, audio converter, image converter, eBook converter. Once you're finished with the tutorial, you'll have a custom style transfer filter to use in your app. is an architectural style that describes how distributed data objects, or Video Restful API. Deep Learning for Computer Vision Barcelona Summer seminar UPC TelecomBCN (July 4-8, 2016) Deep learning technologies are at the core of the current revolution in artificial intelligence for multimedia data analysis. In the last year, generative machine learning and machine creativity have gotten a lot of attention in the non-research world. # This file is distributed. Transfer Learning. com ip See also: Keyword List - Page 55,558 If none of the results above match your query, feel free to try another search using a different search term. Röportaj sırasında transfer görüşmesi! CNN TÜRK Spor Spikeri Damla Uğurtürk, Sivasspor Teknik Direktörü Rıza Çalımbay ile röportaj yaptı. */ audio, canvas, progress, video { display: inline-block; /* 1 */ vertical-align: baseline; /* 2 */ } /** * Prevent modern browsers from displaying `audio` without controls. Gatys, Alexander S. Login to Dropbox. style transfer approach. Stack Exchange Network. neural style transfer相关 - daiwk-github博客 - 作者:daiwk video caption cortex numnet plus hichnet youtube multitask ngboost. torch-rnn Train character-level language models in torch, and sample from them to generate text. Advance your career with online courses in programming, data science, artificial intelligence, digital marketing, and more. Get started for free. From: Subject: =?utf-8?B?Q3VtaHVyYmHFn2thbsSxIGRvxJ9ydWRhbiByZWt0w7ZyIGF0YXlhYmlsZWNlayAtIFNvbiBEYWtpa2EgR8O8bmRlbSBIYWJlcmxlcmk=?= Date: Tue, 08 Nov 2016 14:05:23. In 2017 I did a postdoc at INRIA Rennes, working with Christine Guillemot on Light field editing. Full-featured JavaScript GIF encoder that runs in your browser. Do you know the 3 questions you must ask yourself before buying unlimited bandwidth hosting? Discover the pro's and con's of switching hosts and whether in fact you really need to switch. Sylvain Lefebvre's on digital content synthesis in 2012. The style here is Udnie, as above. Then: python TestPhotoReal. */ audio, canvas, progress, video { display: inline-block; /* 1 */ vertical-align: baseline; /* 2 */ } /** * Prevent modern browsers from displaying `audio` without controls. Font Awesome. If you write in Haml, Sass, and CoffeeScript, you'll get an index. We propose an approach that considers the internal color and saliency properties of the image. Message-ID: 1438936731. You can control the style transferring by selecting the number of colors and painting the relevant Gatys et al. You can find my own TensorFlow implementation of this method of style transfer on my GitHub repository. Back to GitHub. Cheap domain registration, renewal & transfer services plus cheap and reliable hosting, ssl certificates. We added styles from various paintings to a photo of Chicago. These are samples of converted voice to Kate Winslet. Image Style Transfer Using Convolutional Neural Networks. Personal finance Real Estate Agent/Broker. Kavita Bala. It turns out, you can take a style transfer network with 1. al 2016 "Image Style Transfer using Convolutional Neural Network". [4/2019]: Paper Stylizing Video by Example has been accepted to SIGGRAPH 2019, Los Angeles, CA. You can find the details on Deeplearning4j examples in the GitHub class implementation originally started on The implementation is so efficient that it can also be applied to videos, so it will be quite interesting to. You can install this alongside your existing GitHub Desktop for Mac or GitHub Desktop for Windows application. If you don't have a GitHub account, you can still export your Pen as a Gist. The reading group has been running weekly for several years within the Department of Computing, Macquarie University (although we’ve only set up this github page in 2018). import css in your app or add video-react styles in your page. Click on thumbnails to see full applied style images. Autonomous driving with Model Predictive Control 1. import css in your app or add video-react styles in your page. 08610 Another video with Transform video into artwork using deep learning. In the video above, multiple styles are combined in real-time and the resulting style is applied using a single style transfer network. A summary of technical changes from TTML2, 1st Edition, is available at Timed Text Markup Language 2 (TTML2) Change Summary. * https://github. Paper [Supplementary Material] Coming soon. Recently, style transfer has received a lot of attention. com Caffe implementation of Neural Style Transfer. Eventbrite - John Coleman presents Professional Scrum Master II by John Coleman - advanced scrum mastery meets large group facilitation via Liberating Structures as per LiberatingStructures. We make use of recent advances in style transfer in still images and propose new initializations and loss functions applicable to videos. To share documents without Wi-Fi, connect iPhone via USB cable. Sabater, J. It works thanks to a data structure known as the call stack. py to transfer style into a video. Hosting - What is Data Transfer? By Lloyd St. PredGAN - A Deep Multi-Scale Video Prediction Framework for Anomaly Detection in Unlabelled Videos. A transfer process to offer ViSH as an institutional service of UPM (Universidad Politécnica de Madrid) has finished. Style transfer for videos. External Links. NIPS 2017 Art Gallery. Neural-style transfer is the process of creating a new image by mixing two images together. Links: Wenjing Wang, Jiaying Liu, Shuai Yang, Zongming Guo. The model was trained on the COCO 2014 data set and 4 different style images. yeah "style transfer" is pretty generic term although StyleGAN seems a bit more general than that, since you could use it just as well to modulate more the "content" rather than "style" by focusing on the latents at the earlier smaller layers (4x4, 8x8, etc). - Detecting human pose keypoints from one or more people. This paper presents a simple method for "do as I do" motion transfer: given a source video of a person dancing, we can transfer that performance to a novel (amateur) target after only a few minutes of the target subject performing standard moves. Video Fast Style Transfer on Google Colaboratory. Gerrit Code Review. The style here is Udnie, as above. Style transfer is the process of combining the content of one image and the style of another to create something new. Video and blog updates. "Consistent Video Style Transfer via Compound Regularization", Accepted by AAAI Conference on Artificial Intelligence (AAAI), New York, Feb. 23, 2019, the e-hawk. com, without the usage limits. Active mixed content. login Login with Google Login with GitHub Login with Twitter Login with LinkedIn. Hackernoon Newsletter curates great stories by real tech professionals. For technical and implementation details please read our report. Professional Scrum MasterTM (PSM) is a 2-day course that covers the principles and (empirical) process theory underpinning the Scrum framework, and the role of the Scrum Master in it. org designates 67. The CSi2 algorithm is an ensemble machine learning algorithm to detect inactivity of VMs as well as suggest a course of action like termination or snapshot. NST algorithms are characterized by their use of deep neural networks in order to perform the image transformation. Sign up Neural Style Transfer-Real Time Video Augmentation. Your favorite videos, drawn by your favorite artist. # German translation of https://gnu. If you are a GitLab. - a repository on GitHub. All gists Back to GitHub. Theme on GitHub. “If you just apply the algorithm frame by frame, you don’t get a coherent video — you get flickering in the sequence,” says University of Freiburg postdoc Alexey Dosovitskiy.