Hierarchically Decoupled Spatial-Temporal Contrast for Self-supervised Video Representation Learning

23 November 2020

Papers citing "Hierarchically Decoupled Spatial-Temporal Contrast for Self-supervised Video Representation Learning"

50 / 60 papers shown

Title
Long-Short Temporal Contrastive Learning of Video Transformers Jue Wang Gedas Bertasius Du Tran Lorenzo Torresani VLM ViT 83 50 0 17 Jun 2021
Broaden Your Views for Self-Supervised Video Learning Adrià Recasens Pauline Luc Jean-Baptiste Alayrac Luyu Wang Ross Hemsley ... Florent Altché M. Valko Jean-Bastien Grill Aaron van den Oord Andrew Zisserman SSL AI4TS 56 127 0 30 Mar 2021
Cycle-Contrast for Self-Supervised Video Representation Learning Quan Kong Wen Wei Ziwei Deng Tomoaki Yoshinaga Tomokazu Murakami SSL 29 55 0 28 Oct 2020
Self-supervised Co-training for Video Representation Learning Tengda Han Weidi Xie Andrew Zisserman SSL 225 313 0 19 Oct 2020
Self-supervised Video Representation Learning by Pace Prediction Jiangliu Wang Jianbo Jiao Yunhui Liu SSL AI4TS 33 234 0 13 Aug 2020
Spatiotemporal Contrastive Video Representation Learning Rui Qian Tianjian Meng Boqing Gong Ming-Hsuan Yang Haoran Wang Serge J. Belongie Huayu Chen SSL AI4TS 91 495 0 09 Aug 2020
Memory-augmented Dense Predictive Coding for Video Representation Learning Tengda Han Weidi Xie Andrew Zisserman SSL 43 241 0 03 Aug 2020
SeCo: Exploring Sequence Supervision for Unsupervised Representation Learning Ting Yao Yiheng Zhang Zhaofan Qiu Yingwei Pan Tao Mei DRL 64 110 0 03 Aug 2020
Hierarchical Contrastive Motion Learning for Video Action Recognition Xitong Yang Xiaodong Yang Sifei Liu Deqing Sun L. Davis Jan Kautz SSL 45 13 0 20 Jul 2020
Video Representation Learning with Visual Tempo Consistency Ceyuan Yang Yinghao Xu Bo Dai Bolei Zhou 23 90 0 28 Jun 2020
SpeedNet: Learning the Speediness in Videos Sagie Benaim Ariel Ephrat Oran Lang Inbar Mosseri William T. Freeman Michael Rubinstein Michal Irani Tali Dekel 32 258 0 13 Apr 2020
Evolving Losses for Unsupervised Video Representation Learning A. Piergiovanni A. Angelova Michael S. Ryoo SSL 36 139 0 26 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 114 18,523 0 13 Feb 2020
Video Cloze Procedure for Self-Supervised Spatio-Temporal Learning Dezhao Luo Chang-rui Liu Yu Zhou Dongbao Yang Can Ma QiXiang Ye Weiping Wang SSL 29 160 0 02 Jan 2020
End-to-End Learning of Visual Representations from Uncurated Instructional Videos Antoine Miech Jean-Baptiste Alayrac Lucas Smaira Ivan Laptev Josef Sivic Andrew Zisserman VGen SSL 82 705 0 13 Dec 2019
Self-Supervised Learning of Video-Induced Visual Invariances Michael Tschannen Josip Djolonga Marvin Ritter Aravindh Mahendran Xiaohua Zhai N. Houlsby Sylvain Gelly Mario Lucic SSL 61 61 0 05 Dec 2019
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 54 1,448 0 04 Dec 2019
Self-Supervised Learning by Cross-Modal Audio-Video Clustering Humam Alwassel D. Mahajan Bruno Korbar Lorenzo Torresani Guohao Li Du Tran SSL 51 429 0 28 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 71 11,959 0 13 Nov 2019
Video Representation Learning by Dense Predictive Coding Tengda Han Weidi Xie Andrew Zisserman SSL 53 359 0 10 Sep 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 112 2,385 0 13 Jun 2019
Learning Representations by Maximizing Mutual Information Across Views Philip Bachman R. Devon Hjelm William Buchwalter SSL 134 1,463 0 03 Jun 2019
Data-Efficient Image Recognition with Contrastive Predictive Coding Olivier J. Hénaff A. Srinivas J. Fauw Ali Razavi Carl Doersch S. M. Ali Eslami Aaron van den Oord SSL 77 1,422 0 22 May 2019
DynamoNet: Dynamic Action and Motion Network Ali Diba Vivek Sharma Luc Van Gool Rainer Stiefelhagen 43 110 0 25 Apr 2019
Self-supervised Spatio-temporal Representation Learning for Videos by Predicting Motion and Appearance Statistics Jiangliu Wang Jianbo Jiao Linchao Bao Shengfeng He Yunhui Liu Wen Liu SSL 38 205 0 07 Apr 2019
Unsupervised Embedding Learning via Invariant and Spreading Instance Feature Mang Ye Xu-Yao Zhang PongChi Yuen Shih-Fu Chang SSL 40 580 0 06 Apr 2019
Learning Correspondence from the Cycle-Consistency of Time Xinyu Wang Allan Jabri Alexei A. Efros SSL 47 488 0 18 Mar 2019
SlowFast Networks for Video Recognition Christoph Feichtenhofer Haoqi Fan Jitendra Malik Kaiming He 123 3,244 0 10 Dec 2018
Timeception for Complex Action Recognition Noureldien Hussein E. Gavves A. Smeulders 85 213 0 04 Dec 2018
Self-Supervised Video Representation Learning with Space-Time Cubic Puzzles Dahun Kim Donghyeon Cho In So Kweon SSL 47 346 0 24 Nov 2018
Learning deep representations by mutual information estimation and maximization R. Devon Hjelm A. Fedorov Samuel Lavoie-Marchildon Karan Grewal Phil Bachman Adam Trischler Yoshua Bengio SSL DRL 178 2,649 0 20 Aug 2018
Improving Spatiotemporal Self-Supervision by Deep Reinforcement Learning U. Büchler Biagio Brattoli Bjorn Ommer OOD SSL 29 114 0 30 Jul 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 162 10,152 0 10 Jul 2018
Cooperative Learning of Audio and Video Models from Self-Supervised Synchronization Bruno Korbar Du Tran Lorenzo Torresani 59 473 0 30 Jun 2018
Tracking Emerges by Colorizing Videos Carl Vondrick Abhinav Shrivastava Alireza Fathi S. Guadarrama Kevin Patrick Murphy 62 376 0 25 Jun 2018
A Closer Look at Spatiotemporal Convolutions for Action Recognition Du Tran Heng Wang Lorenzo Torresani Jamie Ray Yann LeCun Manohar Paluri 166 3,007 0 30 Nov 2017
Can Spatiotemporal 3D CNNs Retrace the History of 2D CNNs and ImageNet? Kensho Hara Hirokatsu Kataoka Y. Satoh 3DPC 89 1,926 0 27 Nov 2017
Temporal Relational Reasoning in Videos Bolei Zhou A. Andonian Aude Oliva Antonio Torralba NAI 64 1,035 0 22 Nov 2017
Learning Spread-out Local Feature Descriptors Xu-Yao Zhang Felix X. Yu Sanjiv Kumar Shih-Fu Chang 36 141 0 21 Aug 2017
Unsupervised Representation Learning by Sorting Sequences Hsin-Ying Lee Jia-Bin Huang Maneesh Kumar Singh Ming-Hsuan Yang SSL DRL 41 534 0 03 Aug 2017
Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset João Carreira Andrew Zisserman 172 7,961 0 22 May 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 180 3,771 0 19 May 2017
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks Jun-Yan Zhu Taesung Park Phillip Isola Alexei A. Efros GAN 77 5,556 0 30 Mar 2017
Self-Supervised Video Representation Learning With Odd-One-Out Networks Basura Fernando Hakan Bilen E. Gavves Stephen Gould SSL 30 450 0 21 Nov 2016
Generating Videos with Scene Dynamics Carl Vondrick Hamed Pirsiavash Antonio Torralba GAN VGen 133 1,464 0 08 Sep 2016
Instance Normalization: The Missing Ingredient for Fast Stylization Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky OOD 100 3,689 0 27 Jul 2016
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 223 18,300 0 27 May 2016
Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning William Lotter Gabriel Kreiman David D. Cox SSL 66 931 0 25 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 786 192,638 0 10 Dec 2015
Learning visual groups from co-occurrences in space and time Phillip Isola Daniel Zoran Dilip Krishnan Edward H. Adelson 43 122 0 21 Nov 2015