Self-Supervised Learning of Pretext-Invariant Representations

Computer Vision and Pattern Recognition (CVPR), 2019

4 December 2019

Ishan Misra

Laurens van der Maaten

SSL

VLM

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Papers citing "Self-Supervised Learning of Pretext-Invariant Representations"

22 / 922 papers shown

Title
Audio-Visual Instance Discrimination with Cross-Modal AgreementComputer Vision and Pattern Recognition (CVPR), 2020 Pedro Morgado Nuno Vasconcelos Ishan Misra SSL 294 294 0 27 Apr 2020
Extending and Analyzing Self-Supervised Learning Across DomainsEuropean Conference on Computer Vision (ECCV), 2020 Bram Wallace B. Hariharan SSL 143 43 0 24 Apr 2020
Distilling Localization for Self-Supervised Representation LearningAAAI Conference on Artificial Intelligence (AAAI), 2020 Nanxuan Zhao Zhirong Wu Rynson W. H. Lau Stephen Lin SSL 275 58 0 14 Apr 2020
A Survey of Deep Learning for Scientific Discovery M. Raghu Erica Schmidt OOD AI4CE 311 139 0 26 Mar 2020
Meta Pseudo LabelsComputer Vision and Pattern Recognition (CVPR), 2020 Hieu H. Pham Zihang Dai Qizhe Xie Minh-Thang Luong Quoc V. Le VLM 944 729 0 23 Mar 2020
Watching the World Go By: Representation Learning from Unlabeled Videos Daniel Gordon Kiana Ehsani Dieter Fox Ali Farhadi SSL AI4TS 155 92 0 18 Mar 2020
Un-Mix: Rethinking Image Mixtures for Unsupervised Visual Representation LearningAAAI Conference on Artificial Intelligence (AAAI), 2020 Zhiqiang Shen Zechun Liu Zhuang Liu Marios Savvides Trevor Darrell Eric P. Xing OCL SSL 315 113 0 11 Mar 2020
On Compositions of Transformations in Contrastive Self-Supervised LearningIEEE International Conference on Computer Vision (ICCV), 2020 Mandela Patrick Yuki M. Asano Polina Kuznetsova Ruth C. Fong João F. Henriques Geoffrey Zweig Andrea Vedaldi 208 53 0 09 Mar 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 911 3,753 0 09 Mar 2020
Learning Representations by Predicting Bags of Visual WordsComputer Vision and Pattern Recognition (CVPR), 2020 Spyros Gidaris Andrei Bursuc N. Komodakis P. Pérez Matthieu Cord SSL 285 124 0 27 Feb 2020
Automatic Shortcut Removal for Self-Supervised Representation LearningInternational Conference on Machine Learning (ICML), 2020 Matthias Minderer Olivier Bachem N. Houlsby Michael Tschannen SSL 232 77 0 20 Feb 2020
Strength from Weakness: Fast Learning Using Weak SupervisionInternational Conference on Machine Learning (ICML), 2020 Joshua Robinson Stefanie Jegelka S. Sra 207 35 0 19 Feb 2020
Revisiting Training Strategies and Generalization Performance in Deep Metric LearningInternational Conference on Machine Learning (ICML), 2020 Karsten Roth Timo Milbich Samarth Sinha Prateek Gupta Bjorn Ommer Joseph Paul Cohen 985 186 0 19 Feb 2020
Data Transformation Insights in Self-supervision with Clustering Tasks Abhimanu Kumar A. Deshmukh Ürün Dogan Denis Xavier Charles Eren Manavoglu 107 2 0 18 Feb 2020
Convergence of End-to-End Training in Deep Unsupervised Contrastive Learning Zixin Wen SSL 155 3 0 17 Feb 2020
A Simple Framework for Contrastive Learning of Visual RepresentationsInternational Conference on Machine Learning (ICML), 2020 Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 1.2K 22,123 0 13 Feb 2020
Towards a Hypothesis on Visual Transformation based Self-SupervisionBritish Machine Vision Conference (BMVC), 2019 Dipan K. Pal Sreena Nallamothu Marios Savvides 127 6 0 24 Nov 2019
Self-labelling via simultaneous clustering and representation learningInternational Conference on Learning Representations (ICLR), 2019 Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 425 839 0 13 Nov 2019
When Does Self-supervision Improve Few-shot Learning?European Conference on Computer Vision (ECCV), 2019 Jong-Chyi Su Subhransu Maji B. Hariharan 199 186 0 08 Oct 2019
An Automated Engineering Assistant: Learning Parsers for Technical DrawingsAAAI Conference on Artificial Intelligence (AAAI), 2019 Dries Van Daele Nicholas Decleyre Herman Dubois Wannes Meert 71 17 0 18 Sep 2019
Contrastive Multiview CodingEuropean Conference on Computer Vision (ECCV), 2019 Yonglong Tian Dilip Krishnan Phillip Isola SSL 643 2,600 0 13 Jun 2019
Data-Efficient Image Recognition with Contrastive Predictive CodingInternational Conference on Machine Learning (ICML), 2019 Olivier J. Hénaff A. Srinivas J. Fauw Ali Razavi Carl Doersch S. M. Ali Eslami Aaron van den Oord SSL 406 1,516 0 22 May 2019