Self-Supervised Learning of Pretext-Invariant Representations

4 December 2019

Ishan Misra

Laurens van der Maaten

SSL

VLM

ArXiv PDF HTML

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

34 / 84 papers shown

Title
Audio-Visual Scene Analysis with Self-Supervised Multisensory Features Andrew Owens Alexei A. Efros SSL 89 750 0 10 Apr 2018
Learning to Separate Object Sounds by Watching Unlabeled Video Ruohan Gao Rogerio Feris Kristen Grauman SSL 63 285 0 05 Apr 2018
Self-supervised Learning of Geometrically Stable Features Through Probabilistic Introspection David Novotny Samuel Albanie Diane Larlus Andrea Vedaldi SSL 81 65 0 04 Apr 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 249 3,289 0 21 Mar 2018
Objects that Sound Relja Arandjelović Andrew Zisserman ObjD VOS 92 530 0 18 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
The Devil is in the Tails: Fine-grained Classification in the Wild Grant Van Horn Pietro Perona VLM 73 206 0 05 Sep 2017
Multi-task Self-Supervised Visual Learning Carl Doersch Andrew Zisserman SSL 75 631 0 25 Aug 2017
Representation Learning by Learning to Count M. Noroozi Hamed Pirsiavash Paolo Favaro SSL 67 369 0 22 Aug 2017
Transitive Invariance for Self-supervised Visual Representation Learning Xinyu Wang Kaiming He Abhinav Gupta OOD SSL 70 179 0 09 Aug 2017
Unsupervised Representation Learning by Sorting Sequences Hsin-Ying Lee Jia-Bin Huang Maneesh Kumar Singh Ming-Hsuan Yang SSL DRL 69 534 0 03 Aug 2017
Revisiting Unreasonable Effectiveness of Data in Deep Learning Era Chen Sun Abhinav Shrivastava Saurabh Singh Abhinav Gupta VLM 180 2,397 0 10 Jul 2017
Look, Listen and Learn Relja Arandjelović Andrew Zisserman SSL 111 903 0 23 May 2017
Time-Contrastive Networks: Self-Supervised Learning from Video P. Sermanet Corey Lynch Yevgen Chebotar Jasmine Hsu Eric Jang S. Schaal Sergey Levine SSL 98 826 0 23 Apr 2017
Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning Takeru Miyato S. Maeda Masanori Koyama S. Ishii GAN 146 2,733 0 13 Apr 2017
Convolutional neural network architecture for geometric matching Ignacio Rocco Relja Arandjelović Josef Sivic 99 545 0 16 Mar 2017
Colorization as a Proxy Task for Visual Understanding Gustav Larsson Michael Maire Gregory Shakhnarovich SSL 142 497 0 11 Mar 2017
Adversarial Variational Bayes: Unifying Variational Autoencoders and Generative Adversarial Networks L. Mescheder Sebastian Nowozin Andreas Geiger GAN BDL 110 529 0 17 Jan 2017
Learning Features by Watching Objects Move Deepak Pathak Ross B. Girshick Piotr Dollár Trevor Darrell Bharath Hariharan SSL VOS OCL 67 525 0 19 Dec 2016
Split-Brain Autoencoders: Unsupervised Learning by Cross-Channel Prediction Richard Y. Zhang Phillip Isola Alexei A. Efros SSL DRL 61 668 0 29 Nov 2016
Self-Supervised Video Representation Learning With Odd-One-Out Networks Basura Fernando Hakan Bilen E. Gavves Stephen Gould SSL 42 450 0 21 Nov 2016
SGDR: Stochastic Gradient Descent with Warm Restarts I. Loshchilov Frank Hutter ODL 288 8,114 0 13 Aug 2016
Asynchrony begets Momentum, with an Application to Deep Learning Jeff Donahue Philipp Krahenbuhl Stefan Hadjis Christopher Ré 92 141 0 31 May 2016
WarpNet: Weakly Supervised Matching for Single-view Reconstruction Angjoo Kanazawa David Jacobs Manmohan Chandraker 48 160 0 19 Apr 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 163 2,979 0 30 Mar 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 124 36 0 28 Mar 2016
Learning Representations for Automatic Colorization Gustav Larsson Michael Maire Gregory Shakhnarovich VLM SSL 81 1,013 0 22 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 193,814 0 10 Dec 2015
Learning Visual Features from Large Weakly Supervised Data Armand Joulin Laurens van der Maaten Allan Jabri Nicolas Vasilache SSL 103 406 0 06 Nov 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 484 62,243 0 04 Jun 2015
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 164 2,781 0 19 May 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.6K 100,330 0 04 Sep 2014
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 1.6K 39,509 0 01 Sep 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 391 43,619 0 01 May 2014