Unsupervised Video Representation Learning by Bidirectional Feature Prediction

11 November 2020

Juergen Gall

Papers citing "Unsupervised Video Representation Learning by Bidirectional Feature Prediction"

39 / 39 papers shown

Title
Memory-augmented Dense Predictive Coding for Video Representation Learning Tengda Han Weidi Xie Andrew Zisserman SSL 91 242 0 03 Aug 2020
SpeedNet: Learning the Speediness in Videos Sagie Benaim Ariel Ephrat Oran Lang Inbar Mosseri William T. Freeman Michael Rubinstein Michal Irani Tali Dekel 72 261 0 13 Apr 2020
Evolving Losses for Unsupervised Video Representation Learning A. Piergiovanni A. Angelova Michael S. Ryoo SSL 73 140 0 26 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 387 18,866 0 13 Feb 2020
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 108 1,458 0 04 Dec 2019
Oops! Predicting Unintentional Action in Video Dave Epstein Boyuan Chen Carl Vondrick 109 103 0 25 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 213 12,124 0 13 Nov 2019
Self-labelling via simultaneous clustering and representation learning Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 123 777 0 13 Nov 2019
Video Representation Learning by Dense Predictive Coding Tengda Han Weidi Xie Andrew Zisserman SSL 104 361 0 10 Sep 2019
On Mutual Information Maximization for Representation Learning Michael Tschannen Josip Djolonga Paul Kishan Rubenstein Sylvain Gelly Mario Lucic SSL 184 502 0 31 Jul 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 174 2,409 0 13 Jun 2019
Learning Representations by Maximizing Mutual Information Across Views Philip Bachman R. Devon Hjelm William Buchwalter SSL 195 1,479 0 03 Jun 2019
On Variational Bounds of Mutual Information Ben Poole Sherjil Ozair Aaron van den Oord Alexander A. Alemi George Tucker SSL 111 814 0 16 May 2019
Self-supervised Learning for Video Correspondence Flow Zihang Lai Weidi Xie VOS 61 49 0 02 May 2019
Learning Correspondence from the Cycle-Consistency of Time Xinyu Wang Allan Jabri Alexei A. Efros SSL 86 491 0 18 Mar 2019
Self-Supervised Spatiotemporal Feature Learning via Video Rotation Prediction Longlong Jing Xiaodong Yang Jingen Liu Yingli Tian 71 157 0 28 Nov 2018
Self-Supervised Video Representation Learning with Space-Time Cubic Puzzles Dahun Kim Donghyeon Cho In So Kweon SSL 88 349 0 24 Nov 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 351 10,364 0 10 Jul 2018
Tracking Emerges by Colorizing Videos Carl Vondrick Abhinav Shrivastava Alireza Fathi S. Guadarrama Kevin Patrick Murphy 83 377 0 25 Jun 2018
From Lifestyle Vlogs to Everyday Interactions David Fouhey Weicheng Kuo Alexei A. Efros Jitendra Malik 64 125 0 06 Dec 2017
Unsupervised Representation Learning by Sorting Sequences Hsin-Ying Lee Jia-Bin Huang Maneesh Kumar Singh Ming-Hsuan Yang SSL DRL 79 536 0 03 Aug 2017
The Kinetics Human Action Video Dataset W. Kay João Carreira Karen Simonyan Brian Zhang Chloe Hillier ... Tim Green T. Back Apostol Natsev Mustafa Suleyman Andrew Zisserman 254 3,816 0 19 May 2017
Weakly Supervised Action Learning with RNN based Fine-to-coarse Modeling Alexander Richard Hilde Kuehne Juergen Gall 50 197 0 23 Mar 2017
Self-Supervised Video Representation Learning With Odd-One-Out Networks Basura Fernando Hakan Bilen E. Gavves Stephen Gould SSL 58 450 0 21 Nov 2016
Generating Videos with Scene Dynamics Carl Vondrick Hamed Pirsiavash Antonio Torralba GAN VGen 195 1,470 0 08 Sep 2016
Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning William Lotter Gabriel Kreiman David D. Cox SSL 113 936 0 25 May 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 69 5,297 0 25 Apr 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 177 2,985 0 30 Mar 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 149 3,532 0 28 Mar 2016
Learning Representations for Automatic Colorization Gustav Larsson Michael Maire Gregory Shakhnarovich VLM SSL 97 1,014 0 22 Mar 2016
Learning visual groups from co-occurrences in space and time Phillip Isola Daniel Zoran Dilip Krishnan Edward H. Adelson 73 122 0 21 Nov 2015
Deep multi-scale video prediction beyond mean square error Michaël Mathieu Camille Couprie Yann LeCun GAN 126 1,882 0 17 Nov 2015
Slow and steady feature analysis: higher order temporal coherence in video Dinesh Jayaraman Kristen Grauman 84 143 0 15 Jun 2015
Learning image representations tied to ego-motion Dinesh Jayaraman Kristen Grauman SSL 82 246 0 08 May 2015
Learning to See by Moving Pulkit Agrawal João Carreira Jitendra Malik SSL 84 555 0 07 May 2015
Unsupervised Learning of Video Representations using LSTMs Nitish Srivastava Elman Mansimov Ruslan Salakhutdinov SSL 148 2,593 0 16 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014
How transferable are features in deep neural networks? J. Yosinski Jeff Clune Yoshua Bengio Hod Lipson OOD 236 8,353 0 06 Nov 2014
UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild K. Soomro Amir Zamir M. Shah CLIP VGen 160 6,164 0 03 Dec 2012