Video Representation Learning by Dense Predictive Coding

10 September 2019

Papers citing "Video Representation Learning by Dense Predictive Coding"

50 / 103 papers shown

Title
Self-supervised Learning for Semi-supervised Temporal Language Grounding Fan Luo Shaoxiang Chen Jingjing Chen Zuxuan Wu Yu-Gang Jiang VLM 61 11 0 23 Sep 2021
ParamCrop: Parametric Cubic Cropping for Video Contrastive Learning Zhiwu Qing Ziyuan Huang Shiwei Zhang Mingqian Tang Changxin Gao M. Ang Ronglei Ji Nong Sang 48 3 0 24 Aug 2021
Learning to Cut by Watching Movies Alejandro Pardo Fabian Caba Heilbron Juan Carlos León Alcázar Ali K. Thabet Guohao Li VGen 60 20 0 09 Aug 2021
Enhancing Self-supervised Video Representation Learning via Multi-level Feature Optimization Rui Qian Yuxi Li Huabin Liu John See Shuangrui Ding Xian Liu Dian Li Weiyao Lin 37 42 0 04 Aug 2021
Self-supervised Representation Learning Framework for Remote Physiological Measurement Using Spatiotemporal Augmentation Loss Hao Wang Euijoon Ahn Jinman Kim 34 46 0 16 Jul 2021
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting Martine Toering Ioannis Gatopoulos M. Stol Vincent Tao Hu SSL 40 11 0 18 Jun 2021
SSCAP: Self-supervised Co-occurrence Action Parsing for Unsupervised Temporal Action Segmentation Zhe Wang Hao Chen Xinyu Li Chunhui Liu Yuanjun Xiong Joseph Tighe Charless C. Fowlkes 32 20 0 29 May 2021
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering Sateesh Kumar S. Haresh Awais Ahmed Andrey Konin M. Zia Quoc-Huy Tran SSL 27 47 0 27 May 2021
Coarse to Fine Multi-Resolution Temporal Convolutional Network Dipika Singhania R. Rahaman Angela Yao AI4TS 27 55 0 23 May 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data Yonglong Tian Olivier J. Hénaff Aaron van den Oord SSL 69 96 0 17 May 2021
Representation Learning via Global Temporal Alignment and Cycle-Consistency Isma Hadji Konstantinos G. Derpanis Allan D. Jepson AI4TS 35 54 0 11 May 2021
An Empirical Review of Deep Learning Frameworks for Change Detection: Model Design, Experimental Frameworks, Challenges and Research Needs Murari Mandal Santosh Kumar Vipparthi 27 83 0 04 May 2021
CoCon: Cooperative-Contrastive Learning Nishant Rai Ehsan Adeli Kuan-Hui Lee Adrien Gaidon Juan Carlos Niebles SSL 20 18 0 30 Apr 2021
A Large-Scale Study on Unsupervised Spatiotemporal Representation Learning Christoph Feichtenhofer Haoqi Fan Bo Xiong Ross B. Girshick Kaiming He SSL AI4TS 39 257 0 29 Apr 2021
CoCoNets: Continuous Contrastive 3D Scene Representations Shamit Lal Mihir Prabhudesai Ishita Mediratta Adam W. Harley Katerina Fragkiadaki SSL 3DH 3DPC 41 25 0 08 Apr 2021
Composable Augmentation Encoding for Video Representation Learning Chen Sun Arsha Nagrani Yonglong Tian Cordelia Schmid SSL AI4TS 37 17 0 01 Apr 2021
Learning by Aligning Videos in Time S. Haresh Sateesh Kumar Huseyin Coskun S. N. Syed Andrey Konin M. Zia Quoc-Huy Tran AI4TS 29 64 0 31 Mar 2021
Robust Audio-Visual Instance Discrimination Pedro Morgado Ishan Misra Nuno Vasconcelos SSL 22 110 0 29 Mar 2021
Characterizing and Improving the Robustness of Self-Supervised Learning through Background Augmentations Chaitanya K. Ryali D. Schwab Ari S. Morcos SSL 42 9 0 23 Mar 2021
Space-Time Crop & Attend: Improving Cross-modal Video Representation Learning Mandela Patrick Yuki M. Asano Bernie Huang Ishan Misra Florian Metze Joao Henriques Andrea Vedaldi AI4TS 31 33 0 18 Mar 2021
Generic Event Boundary Detection: A Benchmark for Event Segmentation Mike Zheng Shou Stan Weixian Lei Weiyao Wang Deepti Ghadiyaram Matt Feiszli VOS 93 76 0 26 Jan 2021
TCLR: Temporal Contrastive Learning for Video Representation I. Dave Rohit Gupta Mamshad Nayeem Rizve Mubarak Shah SSL AI4TS 38 175 0 20 Jan 2021
Learning Temporal Dynamics from Cycles in Narrated Video Dave Epstein Jiajun Wu Cordelia Schmid Chen Sun AI4TS 45 14 0 07 Jan 2021
Learning the Predictability of the Future Dídac Surís Ruoshi Liu Carl Vondrick 24 71 0 01 Jan 2021
Attention over learned object embeddings enables complex visual reasoning David Ding Felix Hill Adam Santoro Malcolm Reynolds M. Botvinick OCL 27 69 0 15 Dec 2020
A Comprehensive Study of Deep Video Action Recognition Yi Zhu Xinyu Li Chunhui Liu Mohammadreza Zolfaghari Yuanjun Xiong Chongruo Wu Zhi-Li Zhang Joseph Tighe R. Manmatha Mu Li VLM AI4TS 38 185 0 11 Dec 2020
Task Programming: Learning Data Efficient Behavior Representations Jennifer J. Sun Ann Kennedy Eric Zhan David J. Anderson Yisong Yue Pietro Perona 26 48 0 27 Nov 2020
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 24 40 0 25 Nov 2020
Hierarchically Decoupled Spatial-Temporal Contrast for Self-supervised Video Representation Learning Zehua Zhang David J. Crandall AI4TS SSL 28 23 0 23 Nov 2020
Unsupervised Video Representation Learning by Bidirectional Feature Prediction Nadine Behrmann Juergen Gall M. Noroozi SSL MDE 32 29 0 11 Nov 2020
Learning Representations from Audio-Visual Spatial Alignment Pedro Morgado Yi Li Nuno Vasconcelos SSL 27 121 0 03 Nov 2020
Supervised Contrastive Learning for Pre-trained Language Model Fine-tuning Beliz Gunel Jingfei Du Alexis Conneau Ves Stoyanov 18 499 0 03 Nov 2020
Pretext-Contrastive Learning: Toward Good Practices in Self-supervised Video Representation Leaning L. Tao Xueting Wang T. Yamasaki VLM SSL 23 14 0 29 Oct 2020
Local plasticity rules can learn deep representations using self-supervised contrastive predictions Bernd Illing Jean-Paul Ventura G. Bellec W. Gerstner SSL DRL 59 70 0 16 Oct 2020
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy Alan F. Smeaton SSL AI4TS 189 687 0 10 Oct 2020
Representation learning from videos in-the-wild: An object-centric approach Rob Romijnders Aravindh Mahendran Michael Tschannen Josip Djolonga Marvin Ritter N. Houlsby Mario Lucic OCL SSL 31 8 0 06 Oct 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 40 62 0 12 Sep 2020
Self-Supervised Learning of Audio-Visual Objects from Video Triantafyllos Afouras Andrew Owens Joon Son Chung Andrew Zisserman SSL 19 253 0 10 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 41 493 0 09 Aug 2020
SeCo: Exploring Sequence Supervision for Unsupervised Representation Learning Ting Yao Yiheng Zhang Zhaofan Qiu Yingwei Pan Tao Mei DRL 24 108 0 03 Aug 2020
Learning Video Representations from Textual Web Supervision Jonathan C. Stroud Zhichao Lu Chen Sun Jia Deng Rahul Sukthankar Cordelia Schmid David A. Ross SSL 40 48 0 29 Jul 2020
Representation Learning with Video Deep InfoMax R. Devon Hjelm Philip Bachman SSL MDE 26 28 0 27 Jul 2020
Hierarchical Contrastive Motion Learning for Video Action Recognition Xitong Yang Xiaodong Yang Sifei Liu Deqing Sun L. Davis Jan Kautz SSL 42 13 0 20 Jul 2020
Are we done with ImageNet? Lucas Beyer Olivier J. Hénaff Alexander Kolesnikov Xiaohua Zhai Aaron van den Oord VLM 19 397 0 12 Jun 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 39 1,308 0 20 May 2020
Speech2Action: Cross-modal Supervision for Action Recognition Arsha Nagrani Chen Sun David A. Ross Rahul Sukthankar Cordelia Schmid Andrew Zisserman 33 54 0 30 Mar 2020
Watching the World Go By: Representation Learning from Unlabeled Videos Daniel Gordon Kiana Ehsani Dieter Fox Ali Farhadi SSL AI4TS 29 87 0 18 Mar 2020
MAST: A Memory-Augmented Self-supervised Tracker Zihang Lai Erika Lu Weidi Xie VOS 24 184 0 18 Feb 2020
Audiovisual SlowFast Networks for Video Recognition Fanyi Xiao Yong Jae Lee Kristen Grauman Jitendra Malik Christoph Feichtenhofer 197 207 0 23 Jan 2020
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 18 61 0 05 Dec 2019