Spatiotemporal Contrastive Video Representation Learning

9 August 2020

Ming-Hsuan Yang

Papers citing "Spatiotemporal Contrastive Video Representation Learning"

44 / 44 papers shown

Title
Open-Set Object Detection By Aligning Known Class Representations Hiran Sarkar Vishal M. Chudasama N. Onoe Pankaj Wasnik Vineeth N. Balasubramanian ObjD 40 5 0 31 Dec 2024
Spatially Constrained Transformer with Efficient Global Relation Modelling for Spatio-Temporal Prediction Ashutosh Sao Simon Gottschalk AI4TS 19 0 0 11 Nov 2024
Contrastive Learning with Synthetic Positives Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Yiyu Shi SyDa SSL 38 1 0 30 Aug 2024
MATE: Meet At The Embedding -- Connecting Images with Long Texts Young Kyun Jang Junmo Kang Yong Jae Lee Donghyun Kim VLM 16 5 0 26 Jun 2024
Learning Temporal Distances: Contrastive Successor Features Can Provide a Metric Structure for Decision-Making Vivek Myers Chongyi Zheng Anca Dragan Sergey Levine Benjamin Eysenbach OffRL 33 7 0 24 Jun 2024
Self-Supervised Representation Learning with Spatial-Temporal Consistency for Sign Language Recognition Weichao Zhao Wengang Zhou Hezhen Hu Min Wang Houqiang Li SLR 24 2 0 15 Jun 2024
Visual Representation Learning with Stochastic Frame Prediction Huiwon Jang Dongyoung Kim Junsu Kim Jinwoo Shin Pieter Abbeel Younggyo Seo 27 2 0 11 Jun 2024
Guided Masked Self-Distillation Modeling for Distributed Multimedia Sensor Event Analysis Masahiro Yasuda Noboru Harada Yasunori Ohishi Shoichiro Saito Akira Nakayama Nobutaka Ono 26 3 0 12 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 49 0 0 15 Jan 2024
Domain Invariant Representation Learning and Sleep Dynamics Modeling for Automatic Sleep Staging Seungyeon Lee Thai-Hoang Pham Zhao Cheng Ping Zhang 14 0 0 06 Dec 2023
Deciphering and integrating invariants for neural operator learning with various physical mechanisms Rui Zhang Qi Meng Zhi-Ming Ma AI4CE 13 7 0 24 Nov 2023
A survey on deep learning in medical image registration: new technologies, uncertainty, evaluation metrics, and beyond Junyu Chen Yihao Liu Shuwen Wei Zhangxing Bian Shalini Subramanian A. Carass Jerry L. Prince Yong Du OOD 17 36 0 28 Jul 2023
MC-JEPA: A Joint-Embedding Predictive Architecture for Self-Supervised Learning of Motion and Content Features Adrien Bardes Jean Ponce Yann LeCun MDE 26 23 0 24 Jul 2023
Procedure-Aware Pretraining for Instructional Video Understanding Honglu Zhou Roberto Martín-Martín Mubbasir Kapadia Silvio Savarese Juan Carlos Niebles 12 38 0 31 Mar 2023
DPPMask: Masked Image Modeling with Determinantal Point Processes Junde Xu Zikai Lin Donghao Zhou Yao-Cheng Yang Xiangyun Liao Bian Wu Guangyong Chen Pheng-Ann Heng 10 1 0 13 Mar 2023
PixMIM: Rethinking Pixel Reconstruction in Masked Image Modeling Yuan Liu Songyang Zhang Jiacheng Chen Kai-xiang Chen Dahua Lin 47 27 0 04 Mar 2023
Self-supervised Video Representation Learning with Motion-Aware Masked Autoencoders Haosen Yang Deng Huang Bin Wen Jiannan Wu H. Yao Yi-Xin Jiang Xiatian Zhu Zehuan Yuan 16 19 0 09 Oct 2022
Brief Introduction to Contrastive Learning Pretext Tasks for Visual Representation Zhenyu Lu VLM SSL 8 1 0 06 Oct 2022
TempCLR: Reconstructing Hands via Time-Coherent Contrastive Learning Andrea Ziani Zicong Fan Muhammed Kocabas Sammy Christen Otmar Hilliges 3DH 20 18 0 01 Sep 2022
Matching Multiple Perspectives for Efficient Representation Learning Omiros Pantazis M. Salvaris SSL 14 0 0 16 Aug 2022
RenyiCL: Contrastive Representation Learning with Skew Renyi Divergence Kyungmin Lee Jinwoo Shin SSL DRL 14 10 0 12 Aug 2022
Contrastive Self-Supervised Learning Leads to Higher Adversarial Susceptibility Rohit Gupta Naveed Akhtar Ajmal Saeed Mian M. Shah AAML SSL 13 5 0 22 Jul 2022
Learning from Label Relationships in Human Affect Niki Maria Foteinopoulou Ioannis Patras CVBM 19 7 0 12 Jul 2022
Dissecting Self-Supervised Learning Methods for Surgical Computer Vision Sanat Ramesh V. Srivastav Deepak Alapatt Tong Yu Aditya Murali ... Saurav Sharma A. Fleurentin Georgios Exarchakis Alexandros Karargyris N. Padoy 16 42 0 01 Jul 2022
Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning Cheng Tan Zhangyang Gao Lirong Wu Yongjie Xu Jun-Xiong Xia Siyuan Li Stan Z. Li 25 102 0 24 Jun 2022
Self-Supervised Learning for Videos: A Survey Madeline Chantry Schiappa Y. S. Rawat M. Shah SSL 11 130 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 55 24 0 26 May 2022
Embodied vision for learning object representations A. Aubret Céline Teulière Jochen Triesch OCL 17 1 0 12 May 2022
Scene Consistency Representation Learning for Video Scene Segmentation Haoqian Wu Keyu Chen Yanan Luo Ruizhi Qiao Bo Ren Haozhe Liu Weicheng Xie Linlin Shen SSL 12 16 0 11 May 2022
TransRank: Self-supervised Video Representation Learning via Ranking-based Transformation Recognition Haodong Duan Nanxuan Zhao Kai-xiang Chen Dahua Lin ViT AI4TS 28 19 0 04 May 2022
Frequency Selective Augmentation for Video Representation Learning Jinhyung Kim Taeoh Kim Minho Shim Dongyoon Han Dongyoon Wee Junmo Kim AI4TS 19 3 0 08 Apr 2022
ObjectMix: Data Augmentation by Copy-Pasting Objects in Videos for Action Recognition Jun Kimata Tomoya Nitta Toru Tamaki 23 10 0 01 Apr 2022
Provable Stochastic Optimization for Global Contrastive Learning: Small Batch Does Not Harm Performance Zhuoning Yuan Yuexin Wu Zi-qi Qiu Xianzhi Du Lijun Zhang Denny Zhou Tianbao Yang 17 26 0 24 Feb 2022
Video Transformers: A Survey Javier Selva A. S. Johansen Sergio Escalera Kamal Nasrollahi T. Moeslund Albert Clapés ViT 20 101 0 16 Jan 2022
Boundary-aware Self-supervised Learning for Video Scene Segmentation Jonghwan Mun Minchul Shin Gunsoo Han Sangho Lee S. Ha Joonseok Lee Eun-Sol Kim SSL 27 20 0 14 Jan 2022
Masked Feature Prediction for Self-Supervised Visual Pre-Training Chen Wei Haoqi Fan Saining Xie Chaoxia Wu Alan Yuille Christoph Feichtenhofer ViT 23 651 0 16 Dec 2021
DualFormer: Local-Global Stratified Transformer for Efficient Video Recognition Yuxuan Liang Pan Zhou Roger Zimmermann Shuicheng Yan ViT 11 21 0 09 Dec 2021
TCGL: Temporal Contrastive Graph for Self-supervised Video Representation Learning Yang Liu Keze Wang Lingbo Liu Hao Lan Liang Lin SSL AI4TS 37 113 0 07 Dec 2021
Self-supervised Video Transformer Kanchana Ranasinghe Muzammal Naseer Salman Khan F. Khan Michael S. Ryoo ViT 16 84 0 02 Dec 2021
Iterative Contrast-Classify For Semi-supervised Temporal Action Segmentation Dipika Singhania R. Rahaman Angela Yao 11 23 0 02 Dec 2021
UBoCo : Unsupervised Boundary Contrastive Learning for Generic Event Boundary Detection Hyolim Kang Jinwoo Kim Taehyun Kim Seon Joo Kim 12 25 0 29 Nov 2021
Self-supervised Co-training for Video Representation Learning Tengda Han Weidi Xie Andrew Zisserman SSL 196 371 0 19 Oct 2020
Self-Supervised MultiModal Versatile Networks Jean-Baptiste Alayrac Adrià Recasens R. Schneider Relja Arandjelović Jason Ramapuram J. Fauw Lucas Smaira Sander Dieleman Andrew Zisserman SSL 35 371 0 29 Jun 2020
Bag of Tricks for Image Classification with Convolutional Neural Networks Tong He Zhi-Li Zhang Hang Zhang Zhongyue Zhang Junyuan Xie Mu Li 204 1,275 0 04 Dec 2018