Can Temporal Information Help with Contrastive Self-Supervised Learning?

25 November 2020

Papers citing "Can Temporal Information Help with Contrastive Self-Supervised Learning?"

27 / 27 papers shown

Title
SEVERE++: Evaluating Benchmark Sensitivity in Generalization of Video Representation Learning Fida Mohammad Thoker Letian Jiang Chen Zhao Piyush Bagad Hazel Doughty Bernard Ghanem Cees G. M. Snoek ViT SSL 52 0 0 08 Apr 2025
A Large-Scale Analysis on Contextual Self-Supervised Video Representation Learning Akash Kumar Ashlesha Kumar Vibhav Vineet Y. S. Rawat SSL 196 0 0 08 Apr 2025
No More Shortcuts: Realizing the Potential of Temporal Self-Supervision I. Dave Simon Jenni Mubarak Shah 35 7 0 20 Dec 2023
A Large-Scale Analysis on Self-Supervised Video Representation Learning Akash Kumar Ashlesha Kumar Vibhav Vineet Y. S. Rawat SSL 20 3 0 09 Jun 2023
Self-Supervised Video Representation Learning via Latent Time Navigation Di Yang Yaohui Wang Quan Kong A. Dantcheva Lorenzo Garattoni Gianpiero Francesca F. Brémond SSL AI4TS 49 10 0 10 May 2023
Extending global-local view alignment for self-supervised learning with remote sensing imagery Xinye Wanyan Sachith Seneviratne Shuchang Shen M. Kirley 73 18 0 12 Mar 2023
Audio-Visual Contrastive Learning with Temporal Self-Supervision Simon Jenni Alexander Black John Collomosse SSL 25 15 0 15 Feb 2023
C2F-TCN: A Framework for Semi and Fully Supervised Temporal Action Segmentation Dipika Singhania R. Rahaman Angela Yao 14 28 0 20 Dec 2022
Motion Aware Self-Supervision for Generic Event Boundary Detection Ayush K. Rai Tarun Krishna J. Dietlmeier Kevin McGuinness Alan F. Smeaton Noel E. O'Connor 28 2 0 11 Oct 2022
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
Self-supervised Learning for Unintentional Action Prediction Olga Zatsarynna Yazan Abu Farha Juergen Gall SSL 41 8 0 24 Sep 2022
Temporal Contrastive Learning with Curriculum Shuvendu Roy Ali Etemad 35 3 0 02 Sep 2022
Masked Autoencoders Enable Efficient Knowledge Distillers Yutong Bai Zeyu Wang Junfei Xiao Chen Wei Huiyu Wang Alan Yuille Yuyin Zhou Cihang Xie CLL 29 39 0 25 Aug 2022
Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage Analysis Mengwei Ren Neel Dey Martin Styner K. Botteron Guido Gerig 19 18 0 09 Jun 2022
Video-ReTime: Learning Temporally Varying Speediness for Time Remapping Simon Jenni Markus Woodson Fabian Caba Heilbron 18 1 0 11 May 2022
Probabilistic Representations for Video Contrastive Learning Jungin Park Jiyoung Lee Ig-Jae Kim Kwanghoon Sohn SSL 29 43 0 08 Apr 2022
Learning from Untrimmed Videos: Self-Supervised Video Representation Learning with Hierarchical Consistency Zhiwu Qing Shiwei Zhang Ziyuan Huang Yi Tian Xu Xiang Wang Mingqian Tang Changxin Gao Rong Jin Nong Sang SSL AI4TS 23 17 0 06 Apr 2022
How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning? Fida Mohammad Thoker Hazel Doughty Piyush Bagad Cees G. M. Snoek SSL 32 19 0 27 Mar 2022
Contrastive Spatio-Temporal Pretext Learning for Self-supervised Video Representation Yujia Zhang L. Po Xuyuan Xu Mengyang Liu Yexin Wang Weifeng Ou Yuzhi Zhao W. Yu SSL AI4TS 12 16 0 16 Dec 2021
Time-Equivariant Contrastive Video Representation Learning Simon Jenni Hailin Jin SSL AI4TS 143 60 0 07 Dec 2021
Iterative Contrast-Classify For Semi-supervised Temporal Action Segmentation Dipika Singhania R. Rahaman Angela Yao 24 23 0 02 Dec 2021
Dense Unsupervised Learning for Video Segmentation Nikita Araslanov Simone Schaub-Meyer Stefan Roth VOS 30 30 0 11 Nov 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 35 42 0 04 Aug 2021
There Is No Turning Back: A Self-Supervised Approach for Reversibility-Aware Reinforcement Learning Nathan Grinsztajn Johan Ferret Olivier Pietquin Philippe Preux M. Geist SSL 31 13 0 08 Jun 2021
Composable Augmentation Encoding for Video Representation Learning Chen Sun Arsha Nagrani Yonglong Tian Cordelia Schmid SSL AI4TS 32 17 0 01 Apr 2021
TCLR: Temporal Contrastive Learning for Video Representation I. Dave Rohit Gupta Mamshad Nayeem Rizve Mubarak Shah SSL AI4TS 28 174 0 20 Jan 2021
Spatiotemporal Contrastive Video Representation Learning Rui Qian Tianjian Meng Boqing Gong Ming-Hsuan Yang Haoran Wang Serge J. Belongie Huayu Chen SSL AI4TS 36 491 0 09 Aug 2020