A Simple Framework for Contrastive Learning of Visual Representations

13 February 2020

Papers citing "A Simple Framework for Contrastive Learning of Visual Representations"

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Title
Federated Unsupervised Representation Learning Fengda Zhang Kun Kuang Zhaoyang You T. Shen Jun Xiao Yin Zhang Chao-Xiang Wu Yueting Zhuang Xiaolin Li FedML 20 133 0 18 Oct 2020
For self-supervised learning, Rationality implies generalization, provably Yamini Bansal Gal Kaplun Boaz Barak OOD SSL 50 22 0 16 Oct 2020
Pose And Joint-Aware Action Recognition Anshul B. Shah Shlok Kumar Mishra Ankan Bansal Jun-Cheng Chen Ramalingam Chellappa Abhinav Shrivastava 34 33 0 16 Oct 2020
Masked Contrastive Representation Learning for Reinforcement Learning Jinhua Zhu Yingce Xia Lijun Wu Jiajun Deng Wen-gang Zhou Tao Qin Houqiang Li SSL OffRL 26 55 0 15 Oct 2020
Viewmaker Networks: Learning Views for Unsupervised Representation Learning Alex Tamkin Mike Wu Noah D. Goodman SSL 17 64 0 14 Oct 2020
CAPT: Contrastive Pre-Training for Learning Denoised Sequence Representations Fuli Luo Pengcheng Yang Shicheng Li Xuancheng Ren Xu Sun VLM SSL 13 16 0 13 Oct 2020
MixCo: Mix-up Contrastive Learning for Visual Representation Sungnyun Kim Gihun Lee Sangmin Bae Seyoung Yun SSL 104 80 0 13 Oct 2020
Contrastive Rendering for Ultrasound Image Segmentation Haoming Li Xin Yang Jiamin Liang Wenlong Shi Chaoyu Chen ... Xiaowen Liang Ruobing Huang Alejandro Frangi Zhiyi Chen Dong Ni 18 10 0 10 Oct 2020
Contrastive Learning with Hard Negative Samples Joshua Robinson Ching-Yao Chuang S. Sra Stefanie Jegelka SSL 22 759 0 09 Oct 2020
Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples Sven Gowal Chongli Qin J. Uesato Timothy A. Mann Pushmeet Kohli AAML 17 323 0 07 Oct 2020
Representation Learning for Sequence Data with Deep Autoencoding Predictive Components Junwen Bai Weiran Wang Yingbo Zhou Caiming Xiong SSL AI4TS 18 12 0 07 Oct 2020
InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective Boxin Wang Shuohang Wang Yu Cheng Zhe Gan R. Jia Bo-wen Li Jingjing Liu AAML 38 113 0 05 Oct 2020
Mastering Atari with Discrete World Models Danijar Hafner Timothy Lillicrap Mohammad Norouzi Jimmy Ba DRL 19 809 0 05 Oct 2020
Hard Negative Mixing for Contrastive Learning Yannis Kalantidis Mert Bulent Sariyildiz Noé Pion Philippe Weinzaepfel Diane Larlus SSL 27 628 0 02 Oct 2020
Remote Sensing Image Scene Classification with Self-Supervised Paradigm under Limited Labeled Samples Chao Tao Ji Qi Weipeng Lu Hao Wang Haifeng Li SSL 13 100 0 02 Oct 2020
Understanding Self-supervised Learning with Dual Deep Networks Yuandong Tian Lantao Yu Xinlei Chen Surya Ganguli SSL 13 78 0 01 Oct 2020
Driver Anomaly Detection: A Dataset and Contrastive Learning Approach Okan Kopuklu Ji-ming Zheng Hang Xu Gerhard Rigoll 13 79 0 30 Sep 2020
CoKe: Localized Contrastive Learning for Robust Keypoint Detection Yutong Bai Angtian Wang Adam Kortylewski Alan Yuille 10 14 0 29 Sep 2020
Towards Effective Context for Meta-Reinforcement Learning: an Approach based on Contrastive Learning Haotian Fu Hongyao Tang Jianye Hao C. L. P. Chen Xidong Feng Dong Li Wulong Liu OffRL 22 51 0 29 Sep 2020
Sub-graph Contrast for Scalable Self-Supervised Graph Representation Learning Yizhu Jiao Yun Xiong Jiawei Zhang Yao Zhang Tianqi Zhang Yangyong Zhu SSL 19 167 0 22 Sep 2020
Enhancing Dialogue Generation via Multi-Level Contrastive Learning Xin Li Piji Li Yan Wang Xiaojiang Liu Wai Lam 19 5 0 19 Sep 2020
MoPro: Webly Supervised Learning with Momentum Prototypes Junnan Li Caiming Xiong S. Hoi 18 94 0 17 Sep 2020
SelfAugment: Automatic Augmentation Policies for Self-Supervised Learning Colorado Reed Sean L. Metzger A. Srinivas Trevor Darrell Kurt Keutzer SSL 19 49 0 16 Sep 2020
Contrastive and Generative Graph Convolutional Networks for Graph-based Semi-Supervised Learning Sheng Wan Shirui Pan Jian Yang Chen Gong SSL 17 137 0 15 Sep 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 21 62 0 12 Sep 2020
Adversarial score matching and improved sampling for image generation Alexia Jolicoeur-Martineau Remi Piche-Taillefer Rémi Tachet des Combes Ioannis Mitliagkas DiffM 24 124 0 11 Sep 2020
Unsupervised Feature Learning by Autoencoder and Prototypical Contrastive Learning for Hyperspectral Classification Zeyu Cao Xiaorun Li Liaoying Zhao SSL 8 30 0 02 Sep 2020
A Primer on Motion Capture with Deep Learning: Principles, Pitfalls and Perspectives Alexander Mathis Steffen Schneider Jessy Lauer Mackenzie W. Mathis 20 165 0 01 Sep 2020
A Review of Single-Source Deep Unsupervised Visual Domain Adaptation Sicheng Zhao Xiangyu Yue Shanghang Zhang Bo-wen Li Han Zhao ... Ravi Krishna Joseph E. Gonzalez Alberto L. Sangiovanni-Vincentelli S. Seshia Kurt Keutzer 29 263 0 01 Sep 2020
A Framework For Contrastive Self-Supervised Learning And Designing A New Approach William Falcon Kyunghyun Cho SSL 11 103 0 31 Aug 2020
Delving into Inter-Image Invariance for Unsupervised Visual Representations Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL VLM 13 58 0 26 Aug 2020
What Should Not Be Contrastive in Contrastive Learning Tete Xiao Xiaolong Wang Alexei A. Efros Trevor Darrell SSL DRL 8 298 0 13 Aug 2020
Self-Supervised Learning of Audio-Visual Objects from Video Triantafyllos Afouras Andrew Owens Joon Son Chung Andrew Zisserman SSL 17 250 0 10 Aug 2020
Data Cleansing with Contrastive Learning for Vocal Note Event Annotations Gabriel Meseguer-Brocal Rachel M. Bittner Simon Durand B. Brost 27 6 0 05 Aug 2020
Temporal Context Aggregation for Video Retrieval with Contrastive Learning Jie Shao Xin Wen Bingchen Zhao Xiangyang Xue AI4TS 30 4 0 04 Aug 2020
Augmented Skeleton Based Contrastive Action Learning with Momentum LSTM for Unsupervised Action Recognition Haocong Rao Shihao Xu Xiping Hu Jun Cheng Bin Hu 22 191 0 01 Aug 2020
Demystifying Contrastive Self-Supervised Learning: Invariances, Augmentations and Dataset Biases Senthil Purushwalkam Abhinav Gupta SSL 8 213 0 28 Jul 2020
Representation Learning with Video Deep InfoMax R. Devon Hjelm Philip Bachman SSL MDE 14 28 0 27 Jul 2020
Bayesian Robust Optimization for Imitation Learning Daniel S. Brown S. Niekum Marek Petrik 22 32 0 24 Jul 2020
Self-supervised Feature Learning via Exploiting Multi-modal Data for Retinal Disease Diagnosis Xiaomeng Li M. Jia Md Tauhidul Islam Lequan Yu Lei Xing 18 109 0 21 Jul 2020
Slot Contrastive Networks: A Contrastive Approach for Representing Objects Evan Racah Sarath Chandar OCL DRL 21 14 0 18 Jul 2020
On Robustness and Transferability of Convolutional Neural Networks Josip Djolonga Jessica Yung Michael Tschannen Rob Romijnders Lucas Beyer ... D. Moldovan Sylvain Gelly N. Houlsby Xiaohua Zhai Mario Lucic OOD 8 153 0 16 Jul 2020
GraphCL: Contrastive Self-Supervised Learning of Graph Representations H. Hafidi Mounir Ghogho P. Ciblat A. Swami SSL 20 53 0 15 Jul 2020
Contrastive Training for Improved Out-of-Distribution Detection Jim Winkens Rudy Bunel Abhijit Guha Roy Robert Stanforth Vivek Natarajan ... Alan Karthikesalingam Simon A. A. Kohl taylan. cemgil S. M. Ali Eslami Olaf Ronneberger OODD 11 234 0 10 Jul 2020
Self-Supervised Policy Adaptation during Deployment Nicklas Hansen Rishabh Jangir Yu Sun Guillem Alenyà Pieter Abbeel Alexei A. Efros Lerrel Pinto Xiaolong Wang 30 159 0 08 Jul 2020
Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen Domains Quande Liu Qi Dou Pheng-Ann Heng OOD 18 192 0 04 Jul 2020
Data Augmenting Contrastive Learning of Speech Representations in the Time Domain Eugene Kharitonov M. Rivière Gabriel Synnaeve Lior Wolf Pierre-Emmanuel Mazaré Matthijs Douze Emmanuel Dupoux 23 117 0 02 Jul 2020
Deep Isometric Learning for Visual Recognition Haozhi Qi Chong You X. Wang Yi-An Ma Jitendra Malik VLM 22 53 0 30 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 40 371 0 29 Jun 2020
GPT-GNN: Generative Pre-Training of Graph Neural Networks Ziniu Hu Yuxiao Dong Kuansan Wang Kai-Wei Chang Yizhou Sun SSL AI4CE 18 547 0 27 Jun 2020