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
Noise Estimation Using Density Estimation for Self-Supervised Multimodal Learning Elad Amrani Rami Ben-Ari Daniel Rotman A. Bronstein 63 122 0 06 Mar 2020
Deep Audio-Visual Learning: A Survey Hao Zhu Mandi Luo Rui Wang A. Zheng Ran He 61 159 0 14 Jan 2020
Deep Learning for 3D Point Clouds: A Survey Yulan Guo Hanyun Wang Qingyong Hu Hao Liu Li Liu Bennamoun 3DPC 75 1,666 0 27 Dec 2019
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 90 1,451 0 04 Dec 2019
Self-Supervised Learning by Cross-Modal Audio-Video Clustering Humam Alwassel D. Mahajan Bruno Korbar Lorenzo Torresani Guohao Li Du Tran SSL 85 430 0 28 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 169 12,065 0 13 Nov 2019
Video Representation Learning by Dense Predictive Coding Tengda Han Weidi Xie Andrew Zisserman SSL 86 361 0 10 Sep 2019
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Jiasen Lu Dhruv Batra Devi Parikh Stefan Lee SSL VLM 217 3,667 0 06 Aug 2019
Use What You Have: Video Retrieval Using Representations From Collaborative Experts Yang Liu Samuel Albanie Arsha Nagrani Andrew Zisserman 71 389 0 31 Jul 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 153 2,395 0 13 Jun 2019
HowTo100M: Learning a Text-Video Embedding by Watching Hundred Million Narrated Video Clips Antoine Miech Dimitri Zhukov Jean-Baptiste Alayrac Makarand Tapaswi Ivan Laptev Josef Sivic VGen 105 1,199 0 07 Jun 2019
Strategies for Pre-training Graph Neural Networks Weihua Hu Bowen Liu Joseph Gomes Marinka Zitnik Percy Liang Vijay S. Pande J. Leskovec SSL AI4CE 108 1,398 0 29 May 2019
Unsupervised Embedding Learning via Invariant and Spreading Instance Feature Mang Ye Xu-Yao Zhang PongChi Yuen Shih-Fu Chang SSL 78 581 0 06 Apr 2019
Cross-task weakly supervised learning from instructional videos Dimitri Zhukov Jean-Baptiste Alayrac R. G. Cinbis David Fouhey Ivan Laptev Josef Sivic SSL 113 249 0 19 Mar 2019
Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey Longlong Jing Yingli Tian SSL 108 1,697 0 16 Feb 2019
AVA-ActiveSpeaker: An Audio-Visual Dataset for Active Speaker Detection Joseph Roth Sourish Chaudhuri Ondˇrej Klejch Radhika Marvin Andrew C. Gallagher ... S. Ramaswamy Arkadiusz Stopczynski Cordelia Schmid Zhonghua Xi C. Pantofaru 55 144 0 05 Jan 2019
Iterative Reorganization with Weak Spatial Constraints: Solving Arbitrary Jigsaw Puzzles for Unsupervised Representation Learning Chen Wei Lingxi Xie Xutong Ren Yingda Xia Chi Su Jiaying Liu Qi Tian Alan Yuille SSL 60 131 0 02 Dec 2018
Self-Supervised Spatiotemporal Feature Learning via Video Rotation Prediction Longlong Jing Xiaodong Yang Jingen Liu Yingli Tian 66 156 0 28 Nov 2018
Self-Supervised Video Representation Learning with Space-Time Cubic Puzzles Dahun Kim Donghyeon Cho In So Kweon SSL 65 347 0 24 Nov 2018
TSM: Temporal Shift Module for Efficient Video Understanding Ji Lin Chuang Gan Song Han 85 1,683 0 20 Nov 2018
Video Jigsaw: Unsupervised Learning of Spatiotemporal Context for Video Action Recognition Unaiza Ahsan Rishi Madhok Irfan Essa SSL 56 109 0 22 Aug 2018
Recycle-GAN: Unsupervised Video Retargeting Aayush Bansal Shugao Ma Deva Ramanan Yaser Sheikh VGen DiffM 73 297 0 15 Aug 2018
Cooperative Learning of Audio and Video Models from Self-Supervised Synchronization Bruno Korbar Du Tran Lorenzo Torresani 95 474 0 30 Jun 2018
Boosting Self-Supervised Learning via Knowledge Transfer M. Noroozi Ananth Vinjimoor Paolo Favaro Hamed Pirsiavash SSL 274 296 0 01 May 2018
Audio-Visual Scene Analysis with Self-Supervised Multisensory Features Andrew Owens Alexei A. Efros SSL 89 748 0 10 Apr 2018
Learning a Text-Video Embedding from Incomplete and Heterogeneous Data Antoine Miech Ivan Laptev Josef Sivic 61 234 0 07 Apr 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 235 3,283 0 21 Mar 2018
Moments in Time Dataset: one million videos for event understanding Mathew Monfort A. Andonian Bolei Zhou K. Ramakrishnan Sarah Adel Bargal ... L. Brown Quanfu Fan Dan Gutfreund Carl Vondrick A. Oliva 92 545 0 09 Jan 2018
Objects that Sound Relja Arandjelović Andrew Zisserman ObjD VOS 92 529 0 18 Dec 2017
Rethinking Spatiotemporal Feature Learning: Speed-Accuracy Trade-offs in Video Classification Saining Xie Chen Sun Jonathan Huang Zhuowen Tu Kevin Patrick Murphy 3DH 137 1,325 0 13 Dec 2017
Improvements to context based self-supervised learning T. N. Mundhenk Daniel E. Ho Barry Y. Chen SSL 44 120 0 17 Nov 2017
One Model To Learn Them All Lukasz Kaiser Aidan Gomez Noam M. Shazeer Ashish Vaswani Niki Parmar Llion Jones Jakob Uszkoreit VLM ViT 74 333 0 16 Jun 2017
Suggestive Annotation: A Deep Active Learning Framework for Biomedical Image Segmentation Ling Yang Yizhe Zhang Jianxu Chen Siyuan Zhang Danny Chen MedIm 65 504 0 15 Jun 2017
AVA: A Video Dataset of Spatio-temporally Localized Atomic Visual Actions Chunhui Gu Chen Sun David A. Ross Carl Vondrick C. Pantofaru ... G. Toderici Susanna Ricco Rahul Sukthankar Cordelia Schmid Jitendra Malik VGen 99 1,028 0 23 May 2017
Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset João Carreira Andrew Zisserman 219 7,989 0 22 May 2017
Dense-Captioning Events in Videos Ranjay Krishna Kenji Hata F. Ren Li Fei-Fei Juan Carlos Niebles 134 1,242 0 02 May 2017
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks Jun-Yan Zhu Taesung Park Phillip Isola Alexei A. Efros GAN 111 5,554 0 30 Mar 2017
Lip Reading Sentences in the Wild Joon Son Chung A. Senior Oriol Vinyals Andrew Zisserman 250 789 0 16 Nov 2016
YouTube-8M: A Large-Scale Video Classification Benchmark Sami Abu-El-Haija Nisarg Kothari Joonseok Lee Apostol Natsev G. Toderici Balakrishnan Varadarajan Sudheendra Vijayanarasimhan VLM 112 1,265 0 27 Sep 2016
Generating Videos with Scene Dynamics Carl Vondrick Hamed Pirsiavash Antonio Torralba GAN VGen 174 1,468 0 08 Sep 2016
Online Action Detection R. D. Geest E. Gavves Amir Ghodrati Zhenyang Li Cees G. M. Snoek Tinne Tuytelaars OffRL 60 152 0 21 Apr 2016
Hollywood in Homes: Crowdsourcing Data Collection for Activity Understanding Gunnar Sigurdsson Gül Varol Xinyu Wang Ali Farhadi Ivan Laptev Abhinav Gupta VGen 92 1,245 0 06 Apr 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 157 2 0 30 Mar 2016
Learning Representations for Automatic Colorization Gustav Larsson Michael Maire Gregory Shakhnarovich VLM SSL 81 1,012 0 22 Mar 2016
Deep multi-scale video prediction beyond mean square error Michaël Mathieu Camille Couprie Yann LeCun GAN 122 1,882 0 17 Nov 2015
Spatial Transformer Networks Max Jaderberg Karen Simonyan Andrew Zisserman Koray Kavukcuoglu 292 7,379 0 05 Jun 2015
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 164 2,782 0 19 May 2015
FaceNet: A Unified Embedding for Face Recognition and Clustering Florian Schroff Dmitry Kalenichenko James Philbin 3DH 338 13,123 0 12 Mar 2015
Unsupervised Learning of Video Representations using LSTMs Nitish Srivastava Elman Mansimov Ruslan Salakhutdinov SSL 130 2,589 0 16 Feb 2015
CIDEr: Consensus-based Image Description Evaluation Ramakrishna Vedantam C. L. Zitnick Devi Parikh 258 4,471 0 20 Nov 2014