Self-Supervised Learning for Videos: A Survey

18 June 2022

Madeline Chantry Schiappa

Papers citing "Self-Supervised Learning for Videos: A Survey"

50 / 103 papers shown

Title
Structure-preserving contrastive learning for spatial time series Yiru Jiao Sander van Cranenburgh Simeon C. Calvert H. Lint AI4TS 138 0 0 10 Feb 2025
Mask-informed Deep Contrastive Incomplete Multi-view Clustering Zhenglai Li Yuqi Shi Xiao He Chang-Fu Tang 92 0 0 04 Feb 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 248 26 0 17 Jan 2025
Human Activity Recognition in an Open World D. Prijatelj Samuel Grieggs Jin Huang Dawei Du Ameya Shringi Christopher Funk Adam Kaufman Eric Robertson Walter J. Scheirer University of Notre Dame 114 3 0 17 Jan 2025
CLIP meets DINO for Tuning Zero-Shot Classifier using Unlabeled Image Collections Mohamed Fazli Mohamed Imam Rufael Fedaku Marew Jameel Hassan Mustansar Fiaz Alham Fikri Aji Hisham Cholakkal VLM 432 0 0 28 Nov 2024
Self-supervised Learning for Acoustic Few-Shot Classification Jingyong Liang Bernd Meyer Isaac Ning Lee Thanh-Toan Do SSL 85 0 0 15 Sep 2024
A Survey of the Self Supervised Learning Mechanisms for Vision Transformers Asifullah Khan A. Sohail Mustansar Fiaz Mehdi Hassan Tariq Habib Afridi ... Muhammad Zaigham Zaheer Kamran Ali Tangina Sultana Ziaurrehman Tanoli Naeem Akhter 178 4 0 30 Aug 2024
Robustness Analysis of Video-Language Models Against Visual and Language Perturbations Madeline Chantry Schiappa Shruti Vyas Hamid Palangi Yogesh S Rawat Vibhav Vineet VLM 134 19 0 05 Jul 2022
Multimodal Masked Autoencoders Learn Transferable Representations Xinyang Geng Hao Liu Lisa Lee Dale Schuurams Sergey Levine Pieter Abbeel 60 118 0 27 May 2022
Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality Tristan Thrush Ryan Jiang Max Bartolo Amanpreet Singh Adina Williams Douwe Kiela Candace Ross CoGe 87 424 0 07 Apr 2022
Masked Feature Prediction for Self-Supervised Visual Pre-Training Chen Wei Haoqi Fan Saining Xie Chaoxia Wu Alan Yuille Christoph Feichtenhofer ViT 137 666 0 16 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 427 7,705 0 11 Nov 2021
VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding Hu Xu Gargi Ghosh Po-Yao (Bernie) Huang Dmytro Okhonko Armen Aghajanyan Florian Metze Luke Zettlemoyer Florian Metze Luke Zettlemoyer Christoph Feichtenhofer CLIP VLM 309 576 0 28 Sep 2021
Spatio-temporal Self-Supervised Representation Learning for 3D Point Clouds Siyuan Huang Yichen Xie Song-Chun Zhu Yixin Zhu 3DPC 69 206 0 01 Sep 2021
W2v-BERT: Combining Contrastive Learning and Masked Language Modeling for Self-Supervised Speech Pre-Training Yu-An Chung Yu Zhang Wei Han Chung-Cheng Chiu James Qin Ruoming Pang Yonghui Wu SSL VLM 41 425 0 07 Aug 2021
MultiBench: Multiscale Benchmarks for Multimodal Representation Learning Paul Pu Liang Yiwei Lyu Xiang Fan Zetian Wu Yun Cheng ... Peter Wu Michelle A. Lee Yuke Zhu Ruslan Salakhutdinov Louis-Philippe Morency VLM 68 166 0 15 Jul 2021
VALUE: A Multi-Task Benchmark for Video-and-Language Understanding Evaluation Linjie Li Jie Lei Zhe Gan Licheng Yu Yen-Chun Chen ... Tamara L. Berg Joey Tianyi Zhou Jingjing Liu Lijuan Wang Zicheng Liu VLM 70 100 0 08 Jun 2021
VLM: Task-agnostic Video-Language Model Pre-training for Video Understanding Hu Xu Gargi Ghosh Po-Yao (Bernie) Huang Prahal Arora Masoumeh Aminzadeh Christoph Feichtenhofer Florian Metze Luke Zettlemoyer 45 132 0 20 May 2021
CoCon: Cooperative-Contrastive Learning Nishant Rai Ehsan Adeli Kuan-Hui Lee Adrien Gaidon Juan Carlos Niebles SSL 36 18 0 30 Apr 2021
A Large-Scale Study on Unsupervised Spatiotemporal Representation Learning Christoph Feichtenhofer Haoqi Fan Bo Xiong Ross B. Girshick Kaiming He SSL AI4TS 90 262 0 29 Apr 2021
Multiscale Vision Transformers Haoqi Fan Bo Xiong K. Mangalam Yanghao Li Zhicheng Yan Jitendra Malik Christoph Feichtenhofer ViT 127 1,257 0 22 Apr 2021
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Hassan Akbari Liangzhe Yuan Rui Qian Wei-Hong Chuang Shih-Fu Chang Huayu Chen Boqing Gong ViT 300 587 0 22 Apr 2021
Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval Max Bain Arsha Nagrani Gül Varol Andrew Zisserman VGen 133 1,172 0 01 Apr 2021
ViViT: A Video Vision Transformer Anurag Arnab Mostafa Dehghani G. Heigold Chen Sun Mario Lucic Cordelia Schmid ViT 195 2,137 0 29 Mar 2021
Understanding Robustness of Transformers for Image Classification Srinadh Bhojanapalli Ayan Chakrabarti Daniel Glasner Daliang Li Thomas Unterthiner Andreas Veit ViT 77 384 0 26 Mar 2021
VideoMoCo: Contrastive Video Representation Learning with Temporally Adversarial Examples Tian Pan Yibing Song Tianyu Yang Wenhao Jiang Wei Liu 70 225 0 10 Mar 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 193 1,218 0 02 Mar 2021
Graph Self-Supervised Learning: A Survey Yixin Liu Ming Jin Shirui Pan Chuan Zhou Yu Zheng Feng Xia Philip S. Yu SSL 83 560 0 27 Feb 2021
Less is More: ClipBERT for Video-and-Language Learning via Sparse Sampling Jie Lei Linjie Li Luowei Zhou Zhe Gan Tamara L. Berg Joey Tianyi Zhou Jingjing Liu CLIP 114 661 0 11 Feb 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 362 2,039 0 09 Feb 2021
ActBERT: Learning Global-Local Video-Text Representations Linchao Zhu Yi Yang ViT 115 420 0 14 Nov 2020
COOT: Cooperative Hierarchical Transformer for Video-Text Representation Learning Simon Ging Mohammadreza Zolfaghari Hamed Pirsiavash Thomas Brox ViT CLIP 66 172 0 01 Nov 2020
A Survey on Contrastive Self-supervised Learning Ashish Jaiswal Ashwin Ramesh Babu Mohammad Zaki Zadeh Debapriya Banerjee F. Makedon SSL 115 1,389 0 31 Oct 2020
Enhancing Unsupervised Video Representation Learning by Decoupling the Scene and the Motion Jinpeng Wang Yuting Gao Ke Li Jianguo Hu Xinyang Jiang Xiao-Wei Guo Rongrong Ji Xing Sun 62 65 0 12 Sep 2020
Self-supervised Video Representation Learning by Pace Prediction Jiangliu Wang Jianbo Jiao Yunhui Liu SSL AI4TS 69 235 0 13 Aug 2020
Self-supervised Video Representation Learning Using Inter-intra Contrastive Framework Li Tao Xueting Wang T. Yamasaki SSL 63 106 0 06 Aug 2020
SeCo: Exploring Sequence Supervision for Unsupervised Representation Learning Ting Yao Yiheng Zhang Zhaofan Qiu Yingwei Pan Tao Mei DRL 90 110 0 03 Aug 2020
Representation Learning with Video Deep InfoMax R. Devon Hjelm Philip Bachman SSL MDE 67 28 0 27 Jul 2020
Multi-modal Transformer for Video Retrieval Valentin Gabeur Chen Sun Alahari Karteek Cordelia Schmid ViT 518 609 0 21 Jul 2020
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization Dan Hendrycks Steven Basart Norman Mu Saurav Kadavath Frank Wang ... Samyak Parajuli Mike Guo D. Song Jacob Steinhardt Justin Gilmer OOD 304 1,727 0 29 Jun 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 117 374 0 29 Jun 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 215 4,070 0 17 Jun 2020
AVLnet: Learning Audio-Visual Language Representations from Instructional Videos Andrew Rouditchenko Angie Boggust David Harwath Brian Chen D. Joshi ... Rogerio Feris Brian Kingsbury M. Picheny Antonio Torralba James R. Glass SSL 57 142 0 16 Jun 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 121 1,612 0 15 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 337 6,773 0 13 Jun 2020
The AVA-Kinetics Localized Human Actions Video Dataset Ang Li Meghana Thotakuri David A. Ross João Carreira Alexander Vostrikov Andrew Zisserman VGen 54 137 0 01 May 2020
HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-training Linjie Li Yen-Chun Chen Yu Cheng Zhe Gan Licheng Yu Jingjing Liu MLLM VLM OffRL AI4TS 101 503 0 01 May 2020
VGGSound: A Large-scale Audio-Visual Dataset Honglie Chen Weidi Xie Andrea Vedaldi Andrew Zisserman 70 573 0 29 Apr 2020
Audio-Visual Instance Discrimination with Cross-Modal Agreement Pedro Morgado Nuno Vasconcelos Ishan Misra SSL 80 273 0 27 Apr 2020
Temporally Coherent Embeddings for Self-Supervised Video Representation Learning Joshua Knights Ben Harwood Daniel Ward Anthony Vanderkop Olivia Mackenzie-Ross Peyman Moghadam AI4TS 45 38 0 21 Mar 2020