Evolving Losses for Unsupervised Video Representation Learning

26 February 2020

Papers citing "Evolving Losses for Unsupervised Video Representation Learning"

36 / 36 papers shown

Title
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
Language-based Action Concept Spaces Improve Video Self-Supervised Learning Kanchana Ranasinghe Michael S. Ryoo SSL VLM 34 12 0 20 Jul 2023
Focalized Contrastive View-invariant Learning for Self-supervised Skeleton-based Action Recognition Qianhui Men Edmond S. L. Ho Hubert P. H. Shum Howard Leung SSL 20 19 0 03 Apr 2023
Self-Supervised Representation Learning from Temporal Ordering of Automated Driving Sequences Christopher Lang Alexander Braun Lars Schillingmann Karsten Haug Abhinav Valada SSL 17 10 0 17 Feb 2023
Similarity Contrastive Estimation for Image and Video Soft Contrastive Self-Supervised Learning J. Denize Jaonary Rabarisoa Astrid Orcesi Romain Hérault SSL 14 6 0 21 Dec 2022
Learning State-Aware Visual Representations from Audible Interactions Himangi Mittal Pedro Morgado Unnat Jain Abhinav Gupta 70 22 0 27 Sep 2022
ModSelect: Automatic Modality Selection for Synthetic-to-Real Domain Generalization Zdravko Marinov Alina Roitberg David Schneider Rainer Stiefelhagen 22 4 0 19 Aug 2022
LAVA: Language Audio Vision Alignment for Contrastive Video Pre-Training Sumanth Gurram An Fang David M. Chan John F. Canny VLM AI4TS 28 1 0 16 Jul 2022
Federated Self-supervised Learning for Video Understanding Yasar Abbas Ur Rehman Yan Gao Jiajun Shen Pedro Porto Buarque de Gusmão Nicholas D. Lane FedML 28 15 0 05 Jul 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 50 342 0 13 May 2022
On Negative Sampling for Audio-Visual Contrastive Learning from Movies Mahdi M. Kalayeh Shervin Ardeshir Lingyi Liu Nagendra Kamath Ashok Chandrashekar SSL 22 3 0 29 Apr 2022
MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text Retrieval Yuying Ge Yixiao Ge Xihui Liu Alex Jinpeng Wang Jianping Wu Ying Shan Xiaohu Qie Ping Luo VLM 13 43 0 26 Apr 2022
Robust Cross-Modal Representation Learning with Progressive Self-Distillation A. Andonian Shixing Chen Raffay Hamid VLM 21 55 0 10 Apr 2022
VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training Zhan Tong Yibing Song Jue Wang Limin Wang ViT 137 1,122 0 23 Mar 2022
Bridging Video-text Retrieval with Multiple Choice Questions Yuying Ge Yixiao Ge Xihui Liu Dian Li Ying Shan Xiaohu Qie Ping Luo BDL 18 108 0 13 Jan 2022
Exploring Temporal Granularity in Self-Supervised Video Representation Learning Rui Qian Yeqing Li Liangzhe Yuan Boqing Gong Ting Liu Matthew A. Brown Serge J. Belongie Ming-Hsuan Yang Hartwig Adam Yin Cui AI4TS 43 6 0 08 Dec 2021
TCGL: Temporal Contrastive Graph for Self-supervised Video Representation Learning Yang Liu Keze Wang Lingbo Liu Hao Lan Liang Lin SSL AI4TS 48 113 0 07 Dec 2021
Self-supervised Video Transformer Kanchana Ranasinghe Muzammal Naseer Salman Khan F. Khan Michael S. Ryoo ViT 30 84 0 02 Dec 2021
Unsupervised Few-Shot Action Recognition via Action-Appearance Aligned Meta-Adaptation Jay Patravali Gaurav Mittal Ye Yu Fuxin Li Mei Chen 11 19 0 30 Sep 2021
DnS: Distill-and-Select for Efficient and Accurate Video Indexing and Retrieval Giorgos Kordopatis-Zilos Christos Tzelepis Symeon Papadopoulos I. Kompatsiaris Ioannis Patras 22 33 0 24 Jun 2021
TokenLearner: What Can 8 Learned Tokens Do for Images and Videos? Michael S. Ryoo A. Piergiovanni Anurag Arnab Mostafa Dehghani A. Angelova ViT 26 127 0 21 Jun 2021
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting Martine Toering Ioannis Gatopoulos M. Stol Vincent Tao Hu SSL 27 11 0 18 Jun 2021
LiRA: Learning Visual Speech Representations from Audio through Self-supervision Pingchuan Ma Rodrigo Mira Stavros Petridis Björn W. Schuller M. Pantic SSL 16 53 0 16 Jun 2021
VPN++: Rethinking Video-Pose embeddings for understanding Activities of Daily Living Srijan Das Rui Dai Di Yang F. Brémond ViT 36 66 0 17 May 2021
A Large-Scale Study on Unsupervised Spatiotemporal Representation Learning Christoph Feichtenhofer Haoqi Fan Bo Xiong Ross B. Girshick Kaiming He SSL AI4TS 23 257 0 29 Apr 2021
Broaden Your Views for Self-Supervised Video Learning Adrià Recasens Pauline Luc Jean-Baptiste Alayrac Luyu Wang Ross Hemsley ... Florent Altché M. Valko Jean-Bastien Grill Aaron van den Oord Andrew Zisserman SSL AI4TS 23 127 0 30 Mar 2021
Space-Time Crop & Attend: Improving Cross-modal Video Representation Learning Mandela Patrick Yuki M. Asano Bernie Huang Ishan Misra Florian Metze Joao Henriques Andrea Vedaldi AI4TS 16 33 0 18 Mar 2021
A Comprehensive Study of Deep Video Action Recognition Yi Zhu Xinyu Li Chunhui Liu Mohammadreza Zolfaghari Yuanjun Xiong Chongruo Wu Zhi-Li Zhang Joseph Tighe R. Manmatha Mu Li VLM AI4TS 35 184 0 11 Dec 2020
Task Programming: Learning Data Efficient Behavior Representations Jennifer J. Sun Ann Kennedy Eric Zhan David J. Anderson Yisong Yue Pietro Perona 26 48 0 27 Nov 2020
Hierarchically Decoupled Spatial-Temporal Contrast for Self-supervised Video Representation Learning Zehua Zhang David J. Crandall AI4TS SSL 23 23 0 23 Nov 2020
Unsupervised Video Representation Learning by Bidirectional Feature Prediction Nadine Behrmann Juergen Gall M. Noroozi SSL MDE 22 29 0 11 Nov 2020
Pretext-Contrastive Learning: Toward Good Practices in Self-supervised Video Representation Leaning L. Tao Xueting Wang T. Yamasaki VLM SSL 18 14 0 29 Oct 2020
What Should Not Be Contrastive in Contrastive Learning Tete Xiao Xiaolong Wang Alexei A. Efros Trevor Darrell SSL DRL 15 298 0 13 Aug 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 40 371 0 29 Jun 2020
Watching the World Go By: Representation Learning from Unlabeled Videos Daniel Gordon Kiana Ehsani D. Fox Ali Farhadi SSL AI4TS 21 87 0 18 Mar 2020
Self-Supervised Learning by Cross-Modal Audio-Video Clustering Humam Alwassel D. Mahajan Bruno Korbar Lorenzo Torresani Bernard Ghanem Du Tran SSL 23 428 0 28 Nov 2019