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 243 0 0 08 Apr 2025
A Large-Scale Analysis on Contextual Self-Supervised Video Representation Learning Akash Kumar Ashlesha Kumar Vibhav Vineet Yogesh S Rawat SSL 719 3 0 08 Apr 2025
No More Shortcuts: Realizing the Potential of Temporal Self-Supervision I. Dave Simon Jenni Mubarak Shah 115 12 0 20 Dec 2023
A Large-Scale Analysis on Self-Supervised Video Representation Learning Akash Kumar Ashlesha Kumar Vibhav Vineet Yogesh S Rawat SSL 162 3 0 09 Jun 2023
Self-Supervised Video Representation Learning via Latent Time NavigationAAAI Conference on Artificial Intelligence (AAAI), 2023 Di Yang Yaohui Wang Quan Kong A. Dantcheva Lorenzo Garattoni Gianpiero Francesca Francois Bremond SSL AI4TS 146 15 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 167 30 0 12 Mar 2023
Audio-Visual Contrastive Learning with Temporal Self-SupervisionAAAI Conference on Artificial Intelligence (AAAI), 2023 Simon Jenni Alexander Black John Collomosse SSL 138 21 0 15 Feb 2023
C2F-TCN: A Framework for Semi and Fully Supervised Temporal Action SegmentationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Dipika Singhania R. Rahaman Angela Yao 135 41 0 20 Dec 2022
Motion Aware Self-Supervision for Generic Event Boundary DetectionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Ayush K. Rai Tarun Krishna J. Dietlmeier Kevin McGuinness Alan F. Smeaton Noel E. O'Connor 161 3 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 191 11 0 11 Oct 2022
Self-supervised Learning for Unintentional Action PredictionGerman Conference on Pattern Recognition (GCPR), 2022 Olga Zatsarynna Yazan Abu Farha Juergen Gall SSL 165 9 0 24 Sep 2022
Temporal Contrastive Learning with CurriculumIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Shuvendu Roy Ali Etemad 153 4 0 02 Sep 2022
Masked Autoencoders Enable Efficient Knowledge DistillersComputer Vision and Pattern Recognition (CVPR), 2022 Yutong Bai Zeyu Wang Junfei Xiao Chen Wei Huiyu Wang Alan Yuille Yuyin Zhou Cihang Xie CLL 176 55 0 25 Aug 2022
Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage AnalysisNeural Information Processing Systems (NeurIPS), 2022 Mengwei Ren Neel Dey Martin Styner K. Botteron Guido Gerig 167 22 0 09 Jun 2022
Video-ReTime: Learning Temporally Varying Speediness for Time Remapping Simon Jenni Markus Woodson Fabian Caba Heilbron 94 1 0 11 May 2022
Probabilistic Representations for Video Contrastive LearningComputer Vision and Pattern Recognition (CVPR), 2022 Jungin Park Jiyoung Lee Ig-Jae Kim Kwanghoon Sohn SSL 192 52 0 08 Apr 2022
Learning from Untrimmed Videos: Self-Supervised Video Representation Learning with Hierarchical ConsistencyComputer Vision and Pattern Recognition (CVPR), 2022 Zhiwu Qing Shiwei Zhang Ziyuan Huang Yi Tian Xu Xiang Wang Mingqian Tang Changxin Gao Rong Jin Nong Sang SSL AI4TS 138 18 0 06 Apr 2022
How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning?European Conference on Computer Vision (ECCV), 2022 Fida Mohammad Thoker Hazel Doughty Piyush Bagad Cees G. M. Snoek SSL 130 21 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 Weikang Yu SSL AI4TS 137 18 0 16 Dec 2021
Time-Equivariant Contrastive Video Representation Learning Simon Jenni Hailin Jin SSL AI4TS 242 61 0 07 Dec 2021
Iterative Contrast-Classify For Semi-supervised Temporal Action Segmentation Dipika Singhania R. Rahaman Angela Yao 140 28 0 02 Dec 2021
Dense Unsupervised Learning for Video SegmentationNeural Information Processing Systems (NeurIPS), 2021 Nikita Araslanov Simone Schaub-Meyer Stefan Roth VOS 89 33 0 11 Nov 2021
Enhancing Self-supervised Video Representation Learning via Multi-level Feature OptimizationIEEE International Conference on Computer Vision (ICCV), 2021 Rui Qian Yuxi Li Huabin Liu John See Shuangrui Ding Xian Liu Dian Li Weiyao Lin 165 43 0 04 Aug 2021
There Is No Turning Back: A Self-Supervised Approach for Reversibility-Aware Reinforcement LearningNeural Information Processing Systems (NeurIPS), 2021 Nathan Grinsztajn Johan Ferret Olivier Pietquin Philippe Preux Matthieu Geist SSL 200 16 0 08 Jun 2021
Composable Augmentation Encoding for Video Representation LearningIEEE International Conference on Computer Vision (ICCV), 2021 Chen Sun Arsha Nagrani Yonglong Tian Cordelia Schmid SSL AI4TS 99 19 0 01 Apr 2021
TCLR: Temporal Contrastive Learning for Video RepresentationComputer Vision and Image Understanding (CVIU), 2021 I. Dave Rohit Gupta Mamshad Nayeem Rizve Mubarak Shah SSL AI4TS 264 196 0 20 Jan 2021
Spatiotemporal Contrastive Video Representation LearningComputer Vision and Pattern Recognition (CVPR), 2020 Rui Qian Tianjian Meng Boqing Gong Ming-Hsuan Yang Jian Shu Serge J. Belongie Huayu Chen SSL AI4TS 321 543 0 09 Aug 2020