A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends

13 January 2023

Papers citing "A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends"

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Title
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 366 6,797 0 13 Jun 2020
Rethinking the Value of Labels for Improving Class-Imbalanced Learning Yuzhe Yang Zhi Xu SSL 122 409 0 13 Jun 2020
Knowledge Distillation Meets Self-Supervision Guodong Xu Ziwei Liu Xiaoxiao Li Chen Change Loy FedML 77 285 0 12 Jun 2020
Rethinking Pre-training and Self-training Barret Zoph Golnaz Ghiasi Nayeon Lee Huayu Chen Hanxiao Liu E. D. Cubuk Quoc V. Le SSeg 85 651 0 11 Jun 2020
Contrastive Multi-View Representation Learning on Graphs Kaveh Hassani Amir Hosein Khas Ahmadi SSL 227 1,302 0 10 Jun 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 93 1,329 0 20 May 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 134 972 0 11 May 2020
Bootstrap Latent-Predictive Representations for Multitask Reinforcement Learning Z. Guo Bernardo Avila-Pires Bilal Piot Jean-Bastien Grill Florent Altché Rémi Munos M. G. Azar BDL DRL SSL 178 142 0 30 Apr 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 147 4,542 0 23 Apr 2020
SpeedNet: Learning the Speediness in Videos Sagie Benaim Ariel Ephrat Oran Lang Inbar Mosseri William T. Freeman Michael Rubinstein Michal Irani Tali Dekel 69 260 0 13 Apr 2020
Self-Supervised Scene De-occlusion Xiaohang Zhan Xingang Pan Bo Dai Ziwei Liu Dahua Lin Chen Change Loy 82 139 0 06 Apr 2020
How Useful is Self-Supervised Pretraining for Visual Tasks? Alejandro Newell Jia Deng SSL 50 137 0 31 Mar 2020
Realistic Face Reenactment via Self-Supervised Disentangling of Identity and Pose Xianfang Zeng Yusu Pan Mengmeng Wang Jiangning Zhang Yong Liu CVBM 121 42 0 29 Mar 2020
Temporally Coherent Embeddings for Self-Supervised Video Representation Learning Joshua Knights Ben Harwood Daniel Ward Anthony Vanderkop Olivia Mackenzie-Ross Peyman Moghadam AI4TS 48 38 0 21 Mar 2020
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 356 1,484 0 18 Mar 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 475 3,427 0 09 Mar 2020
PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models Sachit Menon Alexandru Damian Shijia Hu Nikhil Ravi Cynthia Rudin OOD DiffM 240 551 0 08 Mar 2020
Evolving Losses for Unsupervised Video Representation Learning A. Piergiovanni A. Angelova Michael S. Ryoo SSL 64 140 0 26 Feb 2020
Universal Domain Adaptation through Self Supervision Kuniaki Saito Donghyun Kim Stan Sclaroff Kate Saenko OOD TTA 83 321 0 19 Feb 2020
A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications Jie Gui Zhenan Sun Yonggang Wen Dacheng Tao Jieping Ye EGVM 94 838 0 20 Jan 2020
Video Cloze Procedure for Self-Supervised Spatio-Temporal Learning Dezhao Luo Chang-rui Liu Yu Zhou Dongbao Yang Can Ma QiXiang Ye Weiping Wang SSL 58 161 0 02 Jan 2020
End-to-End Learning of Visual Representations from Uncurated Instructional Videos Antoine Miech Jean-Baptiste Alayrac Lucas Smaira Ivan Laptev Josef Sivic Andrew Zisserman VGen SSL 116 711 0 13 Dec 2019
Self-Supervised Learning of Video-Induced Visual Invariances Michael Tschannen Josip Djolonga Marvin Ritter Aravindh Mahendran Xiaohua Zhai N. Houlsby Sylvain Gelly Mario Lucic SSL 100 61 0 05 Dec 2019
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 103 1,452 0 04 Dec 2019
Vision-Language Navigation with Self-Supervised Auxiliary Reasoning Tasks Fengda Zhu Yi Zhu Xiaojun Chang Xiaodan Liang LRM 61 240 0 18 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 199 12,074 0 13 Nov 2019
RhythmNet: End-to-end Heart Rate Estimation from Face via Spatial-temporal Representation Xuesong Niu Shiguang Shan Hu Han Xilin Chen 3DH CVBM 70 292 0 25 Oct 2019
A Mutual Information Maximization Perspective of Language Representation Learning Lingpeng Kong Cyprien de Masson dÁutume Wang Ling Lei Yu Zihang Dai Dani Yogatama SSL 251 167 0 18 Oct 2019
Unsupervised Multi-Task Feature Learning on Point Clouds Kaveh Hassani Mike Haley SSL 3DPC 157 194 0 18 Oct 2019
Video Representation Learning by Dense Predictive Coding Tengda Han Weidi Xie Andrew Zisserman SSL 91 361 0 10 Sep 2019
On Mutual Information Maximization for Representation Learning Michael Tschannen Josip Djolonga Paul Kishan Rubenstein Sylvain Gelly Mario Lucic SSL 162 494 0 31 Jul 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 166 2,399 0 13 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 116 1,402 0 29 May 2019
A critical analysis of self-supervision, or what we can learn from a single image Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 64 146 0 30 Apr 2019
DynamoNet: Dynamic Action and Motion Network Ali Diba Vivek Sharma Luc Van Gool Rainer Stiefelhagen 80 110 0 25 Apr 2019
Learning Correspondence from the Cycle-Consistency of Time Xinyu Wang Allan Jabri Alexei A. Efros SSL 77 490 0 18 Mar 2019
Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey Longlong Jing Yingli Tian SSL 114 1,699 0 16 Feb 2019
Revisiting Self-Supervised Visual Representation Learning Alexander Kolesnikov Xiaohua Zhai Lucas Beyer SSL 140 716 0 25 Jan 2019
3D Human Pose Machines with Self-supervised Learning Keze Wang Liang Lin Chenhan Jiang Chao Qian Pengxu Wei 3DH 54 85 0 12 Jan 2019
3D Point Capsule Networks Yongheng Zhao Tolga Birdal Haowen Deng Federico Tombari 3DPC 58 337 0 27 Dec 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
Cooperative Learning of Audio and Video Models from Self-Supervised Synchronization Bruno Korbar Du Tran Lorenzo Torresani 95 475 0 30 Jun 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 173 3,452 0 05 May 2018
Boosting Self-Supervised Learning via Knowledge Transfer M. Noroozi Ananth Vinjimoor Paolo Favaro Hamed Pirsiavash SSL 277 296 0 01 May 2018
Look into Person: Joint Body Parsing & Pose Estimation Network and A New Benchmark Xiaodan Liang Ke Gong Xiaohui Shen Liang Lin 3DH 172 353 0 05 Apr 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 252 3,288 0 21 Mar 2018
GeoNet: Unsupervised Learning of Dense Depth, Optical Flow and Camera Pose Zhichao Yin Jianping Shi MDE 43 1,142 0 06 Mar 2018
Objects that Sound Relja Arandjelović Andrew Zisserman ObjD VOS 98 530 0 18 Dec 2017
Improvements to context based self-supervised learning T. N. Mundhenk Daniel E. Ho Barry Y. Chen SSL 49 120 0 17 Nov 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 101 1,030 0 23 May 2017