Enhancing Unsupervised Video Representation Learning by Decoupling the Scene and the Motion

12 September 2020

Papers citing "Enhancing Unsupervised Video Representation Learning by Decoupling the Scene and the Motion"

35 / 35 papers shown

Title
KDC-MAE: Knowledge Distilled Contrastive Mask Auto-Encoder Maheswar Bora Saurabh Atreya Aritra Mukherjee Abhijit Das 87 0 0 19 Nov 2024
SIGMA:Sinkhorn-Guided Masked Video Modeling Mohammadreza Salehi Michael Dorkenwald Fida Mohammad Thoker E. Gavves Cees G. M. Snoek Yuki M. Asano 47 3 0 22 Jul 2024
Self-Supervised Video Representation Learning in a Heuristic Decoupled Perspective Zeen Song Jingyao Wang Jianqi Zhang Changwen Zheng Wenwen Qiang SSL 56 0 0 19 Jul 2024
Learning Discriminative Spatio-temporal Representations for Semi-supervised Action Recognition Yu Wang Sanpin Zhou Kun Xia Le Wang 29 0 0 25 Apr 2024
Collaboratively Self-supervised Video Representation Learning for Action Recognition Jie M. Zhang Zhifan Wan Lanqing Hu Stephen Lin Shuzhe Wu Shiguang Shan TTA 67 1 0 15 Jan 2024
No More Shortcuts: Realizing the Potential of Temporal Self-Supervision I. Dave Simon Jenni Mubarak Shah 33 7 0 20 Dec 2023
Fine-Grained Spatiotemporal Motion Alignment for Contrastive Video Representation Learning Minghao Zhu Xiao Lin Ronghao Dang Chengju Liu Qi Chen VGen 22 8 0 01 Sep 2023
Advancing Volumetric Medical Image Segmentation via Global-Local Masked Autoencoder Jiafan Zhuang Luyang Luo Hao Chen 20 11 0 15 Jun 2023
PointCMP: Contrastive Mask Prediction for Self-supervised Learning on Point Cloud Videos Zhiqiang Shen Xiaoxiao Sheng Longguang Wang Y. Guo Qiong Liu Xiaoping Zhou 3DPC SSL 20 14 0 06 May 2023
Probabilistic Prompt Learning for Dense Prediction Hyeongjun Kwon Taeyong Song Somi Jeong Jin-Hwa Kim Jinhyun Jang K. Sohn VLM 23 18 0 03 Apr 2023
TimeBalance: Temporally-Invariant and Temporally-Distinctive Video Representations for Semi-Supervised Action Recognition I. Dave Mamshad Nayeem Rizve C. L. P. Chen M. Shah TTA 36 16 0 28 Mar 2023
Tubelet-Contrastive Self-Supervision for Video-Efficient Generalization Fida Mohammad Thoker Hazel Doughty Cees G. M. Snoek ViT 35 9 0 20 Mar 2023
A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends Jie Gui Tuo Chen Jing Zhang Qiong Cao Zhe Sun Haoran Luo Dacheng Tao 29 122 0 13 Jan 2023
It Takes Two: Masked Appearance-Motion Modeling for Self-supervised Video Transformer Pre-training Yuxin Song Min Yang Wenhao Wu Dongliang He Fu Li Jingdong Wang ViT 95 8 0 11 Oct 2022
Supervised Contrastive Learning with Hard Negative Samples Ruijie Jiang Thuan Q. Nguyen Prakash Ishwar Shuchin Aeron 19 16 0 31 Aug 2022
Dual Contrastive Learning for Spatio-temporal Representation Shuangrui Ding Rui Qian H. Xiong AI4TS SSL 28 21 0 12 Jul 2022
Learning to Refactor Action and Co-occurrence Features for Temporal Action Localization Kun Xia Le Wang Sanping Zhou Nanning Zheng Wei Tang 31 36 0 23 Jun 2022
Self-Supervised Learning for Videos: A Survey Madeline Chantry Schiappa Y. S. Rawat M. Shah SSL 34 131 0 18 Jun 2022
Cross-Architecture Self-supervised Video Representation Learning Sheng Guo Zihua Xiong Yujie Zhong Limin Wang Xiaobo Guo Bing Han Weilin Huang SSL AI4TS 66 24 0 26 May 2022
Probabilistic Representations for Video Contrastive Learning Jungin Park Jiyoung Lee Ig-Jae Kim K. Sohn SSL 21 43 0 08 Apr 2022
Frequency Selective Augmentation for Video Representation Learning Jinhyung Kim Taeoh Kim Minho Shim Dongyoon Han Dongyoon Wee Junmo Kim AI4TS 41 3 0 08 Apr 2022
Controllable Augmentations for Video Representation Learning Rui Qian Weiyao Lin John See Dian Li SSL AI4TS 23 9 0 30 Mar 2022
Self-supervised Video Representation Learning with Cascade Positive Retrieval Cheng-En Wu Farley Lai Yujie Hu Asim Kadav SSL AI4TS 20 3 0 20 Jan 2022
Anomaly Crossing: New Horizons for Video Anomaly Detection as Cross-domain Few-shot Learning Guangyu Sun Zhangpu Liu Lianggong Wen Jing Shi Chenliang Xu 25 3 0 12 Dec 2021
Suppressing Static Visual Cues via Normalizing Flows for Self-Supervised Video Representation Learning Manlin Zhang Jinpeng Wang A. J. Ma 35 9 0 07 Dec 2021
Video Coding for Machine: Compact Visual Representation Compression for Intelligent Collaborative Analytics Wenhan Yang Haofeng Huang Yueyu Hu Ling-yu Duan Jiaying Liu 20 26 0 18 Oct 2021
Motion-aware Contrastive Video Representation Learning via Foreground-background Merging Shuangrui Ding Maomao Li Tianyu Yang Rui Qian Haohang Xu Qingyi Chen Jue Wang Hongkai Xiong SSL 18 49 0 30 Sep 2021
Self-Supervised Video Representation Learning by Video Incoherence Detection Haozhi Cao Yuecong Xu Jianfei Yang K. Mao Lihua Xie Jianxiong Yin Simon See SSL 18 6 0 26 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 38 3 0 24 Aug 2021
Video Contrastive Learning with Global Context Haofei Kuang Yi Zhu Zhi-Li Zhang Xinyu Li Joseph Tighe Sören Schwertfeger C. Stachniss Mu Li SSL AI4TS 19 60 0 05 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 30 42 0 04 Aug 2021
Shot Contrastive Self-Supervised Learning for Scene Boundary Detection Shixing Chen Xiaohan Nie David D. Fan Dongqing Zhang Vimal Bhat Raffay Hamid SSL 16 62 0 28 Apr 2021
DisCo: Remedy Self-supervised Learning on Lightweight Models with Distilled Contrastive Learning Yuting Gao Jia-Xin Zhuang Xiaowei Guo Hao Cheng Xing Sun Ke Li Feiyue Huang 31 40 0 19 Apr 2021
Self-supervised Video Representation Learning by Context and Motion Decoupling Lianghua Huang Yu Liu Bin Wang Pan Pan Yinghui Xu R. L. Jin SSL 36 51 0 02 Apr 2021
TCLR: Temporal Contrastive Learning for Video Representation I. Dave Rohit Gupta Mamshad Nayeem Rizve Mubarak Shah SSL AI4TS 21 174 0 20 Jan 2021