SeCo: Exploring Sequence Supervision for Unsupervised Representation Learning

3 August 2020

Ting Yao

Yiheng Zhang

Zhaofan Qiu

Yingwei Pan

Tao Mei

DRL

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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 40 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 58 88 0 18 Mar 2020
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 70 1,448 0 04 Dec 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 92 11,959 0 13 Nov 2019
Video Representation Learning by Dense Predictive Coding Tengda Han Weidi Xie Andrew Zisserman SSL 64 359 0 10 Sep 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 129 2,385 0 13 Jun 2019
Learning Spatio-Temporal Representation with Local and Global Diffusion Zhaofan Qiu Ting Yao Chong-Wah Ngo Xinmei Tian Tao Mei 36 170 0 13 Jun 2019
Learning Representations by Maximizing Mutual Information Across Views Philip Bachman R. Devon Hjelm William Buchwalter SSL 149 1,463 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 35 57 0 28 May 2019
Scaling and Benchmarking Self-Supervised Visual Representation Learning Priya Goyal D. Mahajan Abhinav Gupta Ishan Misra SSL 45 397 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 47 205 0 07 Apr 2019
Self-Supervised Spatiotemporal Feature Learning via Video Rotation Prediction Longlong Jing Xiaodong Yang Jingen Liu Yingli Tian 57 154 0 28 Nov 2018
GOT-10k: A Large High-Diversity Benchmark for Generic Object Tracking in the Wild Lianghua Huang Xin Zhao Kaiqi Huang 61 1,332 0 29 Oct 2018
Video Jigsaw: Unsupervised Learning of Spatiotemporal Context for Video Action Recognition Unaiza Ahsan Rishi Madhok Irfan Essa SSL 35 108 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 231 2,649 0 20 Aug 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 215 10,152 0 10 Jul 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 143 3,437 0 05 May 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 187 3,272 0 21 Mar 2018
Learning Spatio-Temporal Representation with Pseudo-3D Residual Networks Zhaofan Qiu Ting Yao Tao Mei 63 1,655 0 28 Nov 2017
Unsupervised Representation Learning by Sorting Sequences Hsin-Ying Lee Jia-Bin Huang Maneesh Kumar Singh Ming-Hsuan Yang SSL DRL 48 534 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 193 3,771 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 81 807 0 08 May 2017
Video Frame Synthesis using Deep Voxel Flow Ziwei Liu Raymond A. Yeh Xiaoou Tang Yiming Liu A. Agarwala 66 747 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 56 193 0 07 Jan 2017
Generating Videos with Scene Dynamics Carl Vondrick Hamed Pirsiavash Antonio Torralba GAN VGen 140 1,464 0 08 Sep 2016
Unsupervised Learning for Physical Interaction through Video Prediction Chelsea Finn Ian Goodfellow Sergey Levine 48 1,042 0 23 May 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 125 2,965 0 30 Mar 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 103 3,524 0 28 Mar 2016
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 145 2,777 0 19 May 2015
Learning image representations tied to ego-motion Dinesh Jayaraman Kristen Grauman SSL 60 245 0 08 May 2015
Learning to See by Moving Pulkit Agrawal João Carreira Jitendra Malik SSL 57 553 0 07 May 2015
Unsupervised Learning of Visual Representations using Videos Xinyu Wang Abhinav Gupta SSL 76 232 0 04 May 2015
Unsupervised Learning of Video Representations using LSTMs Nitish Srivastava Elman Mansimov Ruslan Salakhutdinov SSL 110 2,586 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 84 6,100 0 03 Dec 2012