Enhancing Self-supervised Video Representation Learning via Multi-level Feature Optimization

4 August 2021

Papers citing "Enhancing Self-supervised Video Representation Learning via Multi-level Feature Optimization"

50 / 71 papers shown

Title
Collaboratively Self-supervised Video Representation Learning for Action Recognition Jie Zhang Zhifan Wan Lanqing Hu Stephen Lin Shuzhe Wu Shiguang Shan TTA 81 1 0 15 Jan 2024
Shape or Texture: Understanding Discriminative Features in CNNs Md. Amirul Islam M. Kowal Patrick Esser Sen Jia Bjorn Ommer Konstantinos G. Derpanis Neil D. B. Bruce 44 75 0 27 Jan 2021
SEED: Self-supervised Distillation For Visual Representation Zhiyuan Fang Jianfeng Wang Lijuan Wang Lei Zhang Yezhou Yang Zicheng Liu SSL 273 190 0 12 Jan 2021
Temporal Contrastive Graph Learning for Video Action Recognition and Retrieval Yang Liu Keze Wang Haoyuan Lan Liang Lin 117 16 0 04 Jan 2021
Can Temporal Information Help with Contrastive Self-Supervised Learning? Yutong Bai Haoqi Fan Ishan Misra Ganesh Venkatesh Yongyi Lu Yuyin Zhou Qihang Yu Vikas Chandra Alan Yuille 93 40 0 25 Nov 2020
Can Semantic Labels Assist Self-Supervised Visual Representation Learning? Longhui Wei Lingxi Xie Jianzhong He Jianlong Chang Xiaopeng Zhang Wen-gang Zhou Houqiang Li Qi Tian SSL 32 25 0 17 Nov 2020
Unsupervised Video Representation Learning by Bidirectional Feature Prediction Nadine Behrmann Juergen Gall M. Noroozi SSL MDE 32 29 0 11 Nov 2020
Cycle-Contrast for Self-Supervised Video Representation Learning Quan Kong Wen Wei Ziwei Deng Tomoaki Yoshinaga Tomokazu Murakami SSL 31 55 0 28 Oct 2020
Self-supervised Co-training for Video Representation Learning Tengda Han Weidi Xie Andrew Zisserman SSL 228 313 0 19 Oct 2020
Unsupervised Semantic Aggregation and Deformable Template Matching for Semi-Supervised Learning Tao Han Junyu Gao Yuan. Yuan Qi. Wang 27 26 0 12 Oct 2020
CO2: Consistent Contrast for Unsupervised Visual Representation Learning Chen Wei Huiyu Wang Wei Shen Alan Yuille SSL 51 62 0 05 Oct 2020
Consensus Clustering With Unsupervised Representation Learning Jayanth Reddy Regatti A. Deshmukh Eren Manavoglu Ürün Dogan OOD SSL 46 20 0 03 Oct 2020
Removing the Background by Adding the Background: Towards Background Robust Self-supervised Video Representation Learning Jinpeng Wang Yuting Gao Ke Li Yiqi Lin A. J. Ma Hao Cheng Pai Peng Feiyue Huang Rongrong Ji Xing Sun SSL 71 96 0 12 Sep 2020
Enhancing Unsupervised Video Representation Learning by Decoupling the Scene and the Motion Jinpeng Wang Yuting Gao Ke Li Jianguo Hu Xinyang Jiang Xiao-Wei Guo Rongrong Ji Xing Sun 47 64 0 12 Sep 2020
Self-supervised Video Representation Learning by Uncovering Spatio-temporal Statistics Jiangliu Wang Jianbo Jiao Linchao Bao Shengfeng He Wei Liu Yunhui Liu SSL AI4TS 23 55 0 31 Aug 2020
Delving into Inter-Image Invariance for Unsupervised Visual Representations Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL VLM 34 58 0 26 Aug 2020
Motion Capture from Internet Videos Junting Dong Qing Shuai Yuanqing Zhang Xian Liu Xiaowei Zhou Hujun Bao 3DH 45 49 0 18 Aug 2020
Self-supervised Video Representation Learning by Pace Prediction Jiangliu Wang Jianbo Jiao Yunhui Liu SSL AI4TS 37 234 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 94 495 0 09 Aug 2020
LoCo: Local Contrastive Representation Learning Yuwen Xiong Mengye Ren R. Urtasun SSL DRL 55 70 0 04 Aug 2020
Memory-augmented Dense Predictive Coding for Video Representation Learning Tengda Han Weidi Xie Andrew Zisserman SSL 50 241 0 03 Aug 2020
SeCo: Exploring Sequence Supervision for Unsupervised Representation Learning Ting Yao Yiheng Zhang Zhaofan Qiu Yingwei Pan Tao Mei DRL 73 110 0 03 Aug 2020
Video Representation Learning by Recognizing Temporal Transformations Simon Jenni Givi Meishvili Paolo Favaro 158 134 0 21 Jul 2020
Parametric Instance Classification for Unsupervised Visual Feature Learning Yue Cao Zhenda Xie B. Liu Yutong Lin Zheng Zhang Han Hu VLM 52 60 0 25 Jun 2020
Space-Time Correspondence as a Contrastive Random Walk Allan Jabri Andrew Owens Alexei A. Efros SSL OT 50 295 0 25 Jun 2020
Labelling unlabelled videos from scratch with multi-modal self-supervision Yuki M. Asano Mandela Patrick Christian Rupprecht Andrea Vedaldi SSL 40 152 0 24 Jun 2020
Video Playback Rate Perception for Self-supervisedSpatio-Temporal Representation Learning Yuan Yao Chang-rui Liu Dezhao Luo Yu Zhou QiXiang Ye 36 169 0 20 Jun 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 108 4,032 0 17 Jun 2020
What makes instance discrimination good for transfer learning? Nanxuan Zhao Zhirong Wu Rynson W. H. Lau Stephen Lin SSL 48 168 0 11 Jun 2020
Towards More Practical Adversarial Attacks on Graph Neural Networks Jiaqi Ma Shuangrui Ding Qiaozhu Mei AAML 31 121 0 09 Jun 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 106 965 0 11 May 2020
SpeedNet: Learning the Speediness in Videos Sagie Benaim Ariel Ephrat Oran Lang Inbar Mosseri William T. Freeman Michael Rubinstein Michal Irani Tali Dekel 36 258 0 13 Apr 2020
TEA: Temporal Excitation and Aggregation for Action Recognition Yan-Ran Li Bin Ji Xintian Shi Jianguo Zhang Bin Kang Limin Wang ViT 52 441 0 03 Apr 2020
Watching the World Go By: Representation Learning from Unlabeled Videos Daniel Gordon Kiana Ehsani Dieter Fox Ali Farhadi SSL AI4TS 52 88 0 18 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 165 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 31 160 0 02 Jan 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 85 11,959 0 13 Nov 2019
Self-labelling via simultaneous clustering and representation learning Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 71 769 0 13 Nov 2019
Joint-task Self-supervised Learning for Temporal Correspondence Xueting Li Sifei Liu Shalini De Mello Xiaolong Wang Jan Kautz Ming-Hsuan Yang SSL 40 139 0 26 Sep 2019
Video Representation Learning by Dense Predictive Coding Tengda Han Weidi Xie Andrew Zisserman SSL 61 359 0 10 Sep 2019
On Mutual Information Maximization for Representation Learning Michael Tschannen Josip Djolonga Paul Kishan Rubenstein Sylvain Gelly Mario Lucic SSL 142 490 0 31 Jul 2019
Use What You Have: Video Retrieval Using Representations From Collaborative Experts Yang Liu Samuel Albanie Arsha Nagrani Andrew Zisserman 53 387 0 31 Jul 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 127 2,385 0 13 Jun 2019
HowTo100M: Learning a Text-Video Embedding by Watching Hundred Million Narrated Video Clips Antoine Miech Dimitri Zhukov Jean-Baptiste Alayrac Makarand Tapaswi Ivan Laptev Josef Sivic VGen 87 1,186 0 07 Jun 2019
Unsupervised Embedding Learning via Invariant and Spreading Instance Feature Mang Ye Xu-Yao Zhang PongChi Yuen Shih-Fu Chang SSL 52 580 0 06 Apr 2019
Learning Correspondence from the Cycle-Consistency of Time Xinyu Wang Allan Jabri Alexei A. Efros SSL 53 488 0 18 Mar 2019
SlowFast Networks for Video Recognition Christoph Feichtenhofer Haoqi Fan Jitendra Malik Kaiming He 136 3,244 0 10 Dec 2018
Self-Supervised Video Representation Learning with Space-Time Cubic Puzzles Dahun Kim Donghyeon Cho In So Kweon SSL 49 346 0 24 Nov 2018
Rethinking ImageNet Pre-training Kaiming He Ross B. Girshick Piotr Dollár VLM SSeg 89 1,081 0 21 Nov 2018
Representation Flow for Action Recognition A. Piergiovanni Michael S. Ryoo 64 147 0 02 Oct 2018