Motion-aware Contrastive Video Representation Learning via Foreground-background Merging

30 September 2021

Papers citing "Motion-aware Contrastive Video Representation Learning via Foreground-background Merging"

50 / 62 papers shown

Title
Coca-Splat: Collaborative Optimization for Camera Parameters and 3D Gaussians Jiamin Wu Hongyang Li Xiaoke Jiang Yuan Yao Lei Zhang 3DGS 110 0 0 01 Apr 2025
The PanAf-FGBG Dataset: Understanding the Impact of Backgrounds in Wildlife Behaviour Recognition Otto Brookes Maksim Kukushkin Majid Mirmehdi Colleen Stephens Paula Dieguez ... Lukas Boesch Thomas Schmid M. Arandjelovic H. Kühl T. Burghardt 74 0 0 28 Feb 2025
EndoMamba: An Efficient Foundation Model for Endoscopic Videos via Hierarchical Pre-training Qingyao Tian Huai Liao Xinyan Huang Bingyu Yang Dongdong Lei Sebastien Ourselin Hongbin Liu Mamba 108 1 0 26 Feb 2025
Collaboratively Self-supervised Video Representation Learning for Action Recognition Jie Zhang Zhifan Wan Lanqing Hu Stephen Lin Shuzhe Wu Shiguang Shan TTA 95 1 0 15 Jan 2024
Motion-Focused Contrastive Learning of Video Representations Rui Li Yiheng Zhang Zhaofan Qiu Ting Yao Dong Liu Tao Mei SSL 54 34 0 11 Jan 2022
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 57 42 0 04 Aug 2021
ASCNet: Self-supervised Video Representation Learning with Appearance-Speed Consistency Deng Huang Wenhao Wu Weiwen Hu Xu Liu Dongliang He Zhihua Wu Xiangmiao Wu Ming Tan Errui Ding SSL 37 55 0 04 Jun 2021
A Large-Scale Study on Unsupervised Spatiotemporal Representation Learning Christoph Feichtenhofer Haoqi Fan Bo Xiong Ross B. Girshick Kaiming He SSL AI4TS 90 258 0 29 Apr 2021
Self-supervised Video Representation Learning by Context and Motion Decoupling Lianghua Huang Yu Liu Bin Wang Pan Pan Yinghui Xu Rong Jin SSL 58 51 0 02 Apr 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 68 127 0 30 Mar 2021
VideoMoCo: Contrastive Video Representation Learning with Temporally Adversarial Examples Tian Pan Yibing Song Tianyu Yang Wenhao Jiang Wei Liu 63 223 0 10 Mar 2021
Instance Localization for Self-supervised Detection Pretraining Ceyuan Yang Zhirong Wu Bolei Zhou Stephen Lin ViT SSL 123 148 0 16 Feb 2021
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Huayu Chen A. Srinivas Rui Qian Nayeon Lee E. D. Cubuk Quoc V. Le Barret Zoph ISeg 286 979 0 13 Dec 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 213 3,992 0 20 Nov 2020
Cycle-Contrast for Self-Supervised Video Representation Learning Quan Kong Wen Wei Ziwei Deng Tomoaki Yoshinaga Tomokazu Murakami SSL 34 55 0 28 Oct 2020
RSPNet: Relative Speed Perception for Unsupervised Video Representation Learning Peihao Chen Deng Huang Dongliang He Xiang Long Runhao Zeng Shilei Wen Mingkui Tan Chuang Gan SSL 48 133 0 27 Oct 2020
Self-supervised Co-training for Video Representation Learning Tengda Han Weidi Xie Andrew Zisserman SSL 238 313 0 19 Oct 2020
MixCo: Mix-up Contrastive Learning for Visual Representation Sungnyun Kim Gihun Lee Sangmin Bae Seyoung Yun SSL 137 80 0 13 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 73 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 60 64 0 12 Sep 2020
Self-supervised Video Representation Learning by Pace Prediction Jiangliu Wang Jianbo Jiao Yunhui Liu SSL AI4TS 51 234 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 102 495 0 09 Aug 2020
Memory-augmented Dense Predictive Coding for Video Representation Learning Tengda Han Weidi Xie Andrew Zisserman SSL 62 241 0 03 Aug 2020
Video Representation Learning by Recognizing Temporal Transformations Simon Jenni Givi Meishvili Paolo Favaro 165 134 0 21 Jul 2020
Multi-modal Transformer for Video Retrieval Valentin Gabeur Chen Sun Alahari Karteek Cordelia Schmid ViT 513 602 0 21 Jul 2020
Fast Video Object Segmentation With Temporal Aggregation Network and Dynamic Template Matching Xuhua Huang Jiarui Xu Yu-Wing Tai Chi-Keung Tang VOS 85 67 0 11 Jul 2020
Video Playback Rate Perception for Self-supervisedSpatio-Temporal Representation Learning Yuan Yao Chang-rui Liu Dezhao Luo Yu Zhou QiXiang Ye 50 169 0 20 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 299 6,718 0 13 Jun 2020
A Transductive Approach for Video Object Segmentation Yizhuo Zhang Zhirong Wu Houwen Peng Stephen Lin VOS 58 112 0 15 Apr 2020
SpeedNet: Learning the Speediness in Videos Sagie Benaim Ariel Ephrat Oran Lang Inbar Mosseri William T. Freeman Michael Rubinstein Michal Irani Tali Dekel 56 258 0 13 Apr 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 436 3,397 0 09 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 279 18,607 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 56 160 0 02 Jan 2020
Why Can't I Dance in the Mall? Learning to Mitigate Scene Bias in Action Recognition Jinwoo Choi Chen Gao Joseph C.E. Messou Jia-Bin Huang 98 179 0 11 Dec 2019
Self-Supervised Learning by Cross-Modal Audio-Video Clustering Humam Alwassel D. Mahajan Bruno Korbar Lorenzo Torresani Guohao Li Du Tran SSL 85 429 0 28 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 133 12,007 0 13 Nov 2019
Kornia: an Open Source Differentiable Computer Vision Library for PyTorch F. Mokhayeri Dmytro Mishkin Daniel Ponsa Ethan Rublee Gary R. Bradski VLM AI4TS 106 353 0 05 Oct 2019
Video Representation Learning by Dense Predictive Coding Tengda Han Weidi Xie Andrew Zisserman SSL 75 360 0 10 Sep 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 144 2,385 0 13 Jun 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 592 4,735 0 13 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 54 205 0 07 Apr 2019
SlowFast Networks for Video Recognition Christoph Feichtenhofer Haoqi Fan Jitendra Malik Kaiming He 152 3,244 0 10 Dec 2018
Object Discovery in Videos as Foreground Motion Clustering Christopher Xie Yu Xiang Zaïd Harchaoui Dieter Fox VOS 55 69 0 06 Dec 2018
Self-Supervised Spatiotemporal Feature Learning via Video Rotation Prediction Longlong Jing Xiaodong Yang Jingen Liu Yingli Tian 64 154 0 28 Nov 2018
Self-Supervised Video Representation Learning with Space-Time Cubic Puzzles Dahun Kim Donghyeon Cho In So Kweon SSL 63 346 0 24 Nov 2018
Cross-Modal and Hierarchical Modeling of Video and Text Bowen Zhang Hexiang Hu Fei Sha BDL AI4TS 50 189 0 16 Oct 2018
Modeling Visual Context is Key to Augmenting Object Detection Datasets Nikita Dvornik Julien Mairal Cordelia Schmid 70 243 0 19 Jul 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 253 10,152 0 10 Jul 2018
Tracking Emerges by Colorizing Videos Carl Vondrick Abhinav Shrivastava Alireza Fathi S. Guadarrama Kevin Patrick Murphy 73 376 0 25 Jun 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 157 3,437 0 05 May 2018