v1v2 (latest)

SeCo: Exploring Sequence Supervision for Unsupervised Representation Learning

3 August 2020

Ting Yao

Yiheng Zhang

Zhaofan Qiu

Yingwei Pan

Tao Mei

DRL

ArXiv (abs)PDF HTML Github (31★)

Papers citing "SeCo: Exploring Sequence Supervision for Unsupervised Representation Learning"

34 / 34 papers shown

Title
Joint Contrastive Learning with Infinite Possibilities Qi Cai Yu Wang Yingwei Pan Ting Yao Tao Mei VLM 69 60 0 30 Sep 2020
Watching the World Go By: Representation Learning from Unlabeled Videos Daniel Gordon Kiana Ehsani Dieter Fox Ali Farhadi SSL AI4TS 96 90 0 18 Mar 2020
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 108 1,458 0 04 Dec 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 216 12,136 0 13 Nov 2019
Video Representation Learning by Dense Predictive Coding Tengda Han Weidi Xie Andrew Zisserman SSL 104 361 0 10 Sep 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 182 2,409 0 13 Jun 2019
Learning Spatio-Temporal Representation with Local and Global Diffusion Zhaofan Qiu Ting Yao Chong-Wah Ngo Xinmei Tian Tao Mei 77 171 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
Unsupervised Learning from Video with Deep Neural Embeddings Chengxu Zhuang Tianwei She A. Andonian Max Sobol Mark Daniel L. K. Yamins SSL 78 58 0 28 May 2019
Scaling and Benchmarking Self-Supervised Visual Representation Learning Priya Goyal D. Mahajan Abhinav Gupta Ishan Misra SSL 90 397 0 03 May 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 59 206 0 07 Apr 2019
Self-Supervised Spatiotemporal Feature Learning via Video Rotation Prediction Longlong Jing Xiaodong Yang Jingen Liu Yingli Tian 71 157 0 28 Nov 2018
GOT-10k: A Large High-Diversity Benchmark for Generic Object Tracking in the Wild Lianghua Huang Xin Zhao Kaiqi Huang 121 1,349 0 29 Oct 2018
Video Jigsaw: Unsupervised Learning of Spatiotemporal Context for Video Action Recognition Unaiza Ahsan Rishi Madhok Irfan Essa SSL 58 109 0 22 Aug 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 352 2,672 0 20 Aug 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 354 10,364 0 10 Jul 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 185 3,468 0 05 May 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 267 3,300 0 21 Mar 2018
Learning Spatio-Temporal Representation with Pseudo-3D Residual Networks Zhaofan Qiu Ting Yao Tao Mei 102 1,663 0 28 Nov 2017
Unsupervised Representation Learning by Sorting Sequences Hsin-Ying Lee Jia-Bin Huang Maneesh Kumar Singh Ming-Hsuan Yang SSL DRL 91 536 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 260 3,816 0 19 May 2017
Temporal Segment Networks for Action Recognition in Videos Limin Wang Yuanjun Xiong Zhe Wang Yu Qiao Dahua Lin Xiaoou Tang Luc Van Gool ViT 122 813 0 08 May 2017
Video Frame Synthesis using Deep Voxel Flow Ziwei Liu Raymond A. Yeh Xiaoou Tang Yiming Liu A. Agarwala 102 748 0 08 Feb 2017
Unsupervised Learning of Long-Term Motion Dynamics for Videos Zelun Luo Boya Peng De-An Huang Alexandre Alahi Li Fei-Fei SSL 102 192 0 07 Jan 2017
Generating Videos with Scene Dynamics Carl Vondrick Hamed Pirsiavash Antonio Torralba GAN VGen 195 1,470 0 08 Sep 2016
Unsupervised Learning for Physical Interaction through Video Prediction Chelsea Finn Ian Goodfellow Sergey Levine 84 1,047 0 23 May 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 180 2,986 0 30 Mar 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 149 3,534 0 28 Mar 2016
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 169 2,792 0 19 May 2015
Learning image representations tied to ego-motion Dinesh Jayaraman Kristen Grauman SSL 86 246 0 08 May 2015
Learning to See by Moving Pulkit Agrawal João Carreira Jitendra Malik SSL 90 555 0 07 May 2015
Unsupervised Learning of Visual Representations using Videos Xinyu Wang Abhinav Gupta SSL 94 232 0 04 May 2015
Unsupervised Learning of Video Representations using LSTMs Nitish Srivastava Elman Mansimov Ruslan Salakhutdinov SSL 161 2,593 0 16 Feb 2015
UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild K. Soomro Amir Zamir M. Shah CLIP VGen 165 6,170 0 03 Dec 2012