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Can Temporal Information Help with Contrastive Self-Supervised Learning?

Can Temporal Information Help with Contrastive Self-Supervised Learning?

25 November 2020
Yutong Bai
Haoqi Fan
Ishan Misra
Ganesh Venkatesh
Yongyi Lu
Yuyin Zhou
Qihang Yu
Vikas Chandra
Alan Yuille
ArXiv (abs)PDFHTML

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

27 / 27 papers shown
SEVERE++: Evaluating Benchmark Sensitivity in Generalization of Video Representation Learning
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
ViTSSL
429
2
0
08 Apr 2025
A Large-Scale Analysis on Contextual Self-Supervised Video Representation Learning
A Large-Scale Analysis on Contextual Self-Supervised Video Representation Learning
Akash Kumar
Ashlesha Kumar
Vibhav Vineet
Yogesh S Rawat
SSL
971
4
0
08 Apr 2025
No More Shortcuts: Realizing the Potential of Temporal Self-Supervision
No More Shortcuts: Realizing the Potential of Temporal Self-Supervision
I. Dave
Simon Jenni
Mubarak Shah
295
13
0
20 Dec 2023
A Large-Scale Analysis on Self-Supervised Video Representation Learning
A Large-Scale Analysis on Self-Supervised Video Representation Learning
Akash Kumar
Ashlesha Kumar
Vibhav Vineet
Yogesh S Rawat
SSL
362
3
0
09 Jun 2023
Self-Supervised Video Representation Learning via Latent Time Navigation
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
SSLAI4TS
316
18
0
10 May 2023
Extending global-local view alignment for self-supervised learning with
  remote sensing imagery
Extending global-local view alignment for self-supervised learning with remote sensing imagery
Xinye Wanyan
Sachith Seneviratne
Shuchang Shen
M. Kirley
319
38
0
12 Mar 2023
Audio-Visual Contrastive Learning with Temporal Self-Supervision
Audio-Visual Contrastive Learning with Temporal Self-SupervisionAAAI Conference on Artificial Intelligence (AAAI), 2023
Simon Jenni
Alexander Black
John Collomosse
SSL
265
25
0
15 Feb 2023
C2F-TCN: A Framework for Semi and Fully Supervised Temporal Action
  Segmentation
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
286
52
0
20 Dec 2022
Motion Aware Self-Supervision for Generic Event Boundary Detection
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
370
4
0
11 Oct 2022
It Takes Two: Masked Appearance-Motion Modeling for Self-supervised
  Video Transformer Pre-training
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
285
13
0
11 Oct 2022
Self-supervised Learning for Unintentional Action Prediction
Self-supervised Learning for Unintentional Action PredictionGerman Conference on Pattern Recognition (GCPR), 2022
Olga Zatsarynna
Yazan Abu Farha
Juergen Gall
SSL
298
10
0
24 Sep 2022
Temporal Contrastive Learning with Curriculum
Temporal Contrastive Learning with CurriculumIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Shuvendu Roy
Ali Etemad
323
4
0
02 Sep 2022
Masked Autoencoders Enable Efficient Knowledge Distillers
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
354
64
0
25 Aug 2022
Local Spatiotemporal Representation Learning for
  Longitudinally-consistent Neuroimage Analysis
Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage AnalysisNeural Information Processing Systems (NeurIPS), 2022
Mengwei Ren
Neel Dey
Martin Styner
K. Botteron
Guido Gerig
411
25
0
09 Jun 2022
Video-ReTime: Learning Temporally Varying Speediness for Time Remapping
Video-ReTime: Learning Temporally Varying Speediness for Time Remapping
Simon Jenni
Markus Woodson
Fabian Caba Heilbron
179
1
0
11 May 2022
Probabilistic Representations for Video Contrastive Learning
Probabilistic Representations for Video Contrastive LearningComputer Vision and Pattern Recognition (CVPR), 2022
Jungin Park
Jiyoung Lee
Ig-Jae Kim
Kwanghoon Sohn
SSL
409
54
0
08 Apr 2022
Learning from Untrimmed Videos: Self-Supervised Video Representation
  Learning with Hierarchical Consistency
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
SSLAI4TS
281
19
0
06 Apr 2022
How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning?
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
270
22
0
27 Mar 2022
Contrastive Spatio-Temporal Pretext Learning for Self-supervised Video
  Representation
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
SSLAI4TS
330
20
0
16 Dec 2021
Time-Equivariant Contrastive Video Representation Learning
Time-Equivariant Contrastive Video Representation Learning
Simon Jenni
Hailin Jin
SSLAI4TS
444
63
0
07 Dec 2021
Iterative Contrast-Classify For Semi-supervised Temporal Action
  Segmentation
Iterative Contrast-Classify For Semi-supervised Temporal Action Segmentation
Dipika Singhania
R. Rahaman
Angela Yao
318
34
0
02 Dec 2021
Dense Unsupervised Learning for Video Segmentation
Dense Unsupervised Learning for Video SegmentationNeural Information Processing Systems (NeurIPS), 2021
Nikita Araslanov
Simone Schaub-Meyer
Stefan Roth
VOS
216
38
0
11 Nov 2021
Enhancing Self-supervised Video Representation Learning via Multi-level
  Feature Optimization
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
333
43
0
04 Aug 2021
There Is No Turning Back: A Self-Supervised Approach for
  Reversibility-Aware Reinforcement Learning
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
367
16
0
08 Jun 2021
Composable Augmentation Encoding for Video Representation Learning
Composable Augmentation Encoding for Video Representation LearningIEEE International Conference on Computer Vision (ICCV), 2021
Chen Sun
Arsha Nagrani
Yonglong Tian
Cordelia Schmid
SSLAI4TS
308
20
0
01 Apr 2021
TCLR: Temporal Contrastive Learning for Video Representation
TCLR: Temporal Contrastive Learning for Video RepresentationComputer Vision and Image Understanding (CVIU), 2021
I. Dave
Rohit Gupta
Mamshad Nayeem Rizve
Mubarak Shah
SSLAI4TS
490
223
0
20 Jan 2021
Spatiotemporal Contrastive Video Representation Learning
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
SSLAI4TS
640
543
0
09 Aug 2020
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