Demystifying Contrastive Self-Supervised Learning: Invariances, Augmentations and Dataset Biases

28 July 2020

Papers citing "Demystifying Contrastive Self-Supervised Learning: Invariances, Augmentations and Dataset Biases"

46 / 146 papers shown

Title
DCL: Differential Contrastive Learning for Geometry-Aware Depth Synthesis Yuefan Shen Yanchao Yang Youyi Zheng Karen Liu Leonidas J. Guibas MDE 10 5 0 27 Jul 2021
Playful Interactions for Representation Learning Sarah Young Jyothish Pari Pieter Abbeel Lerrel Pinto SSL 22 14 0 19 Jul 2021
Distance-based Hyperspherical Classification for Multi-source Open-Set Domain Adaptation S. Bucci Francesco Cappio Borlino Barbara Caputo Tatiana Tommasi VLM 27 14 0 05 Jul 2021
SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption Dara Bahri Heinrich Jiang Yi Tay Donald Metzler SSL 17 163 0 29 Jun 2021
Watching Too Much Television is Good: Self-Supervised Audio-Visual Representation Learning from Movies and TV Shows Mahdi M. Kalayeh Nagendra Kamath Lingyi Liu Ashok Chandrashekar SSL 19 2 0 16 Jun 2021
Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Luc Van Gool SSL 17 65 0 10 Jun 2021
Self-Damaging Contrastive Learning Ziyu Jiang Tianlong Chen Bobak J. Mortazavi Zhangyang Wang CLL 11 69 0 06 Jun 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data Yonglong Tian Olivier J. Hénaff Aaron van den Oord SSL 53 96 0 17 May 2021
Contrastive Learning of Image Representations with Cross-Video Cycle-Consistency Haiping Wu Xiaolong Wang SSL 8 31 0 13 May 2021
When Does Contrastive Visual Representation Learning Work? Elijah Cole Xuan S. Yang Kimberly Wilber Oisin Mac Aodha Serge J. Belongie SSL 21 123 0 12 May 2021
A Large-Scale Study on Unsupervised Spatiotemporal Representation Learning Christoph Feichtenhofer Haoqi Fan Bo Xiong Ross B. Girshick Kaiming He SSL AI4TS 25 257 0 29 Apr 2021
Towards Automatic Model Specialization for Edge Video Analytics Daniel Rivas-Barragan F. Guim Jordà Polo P. M. Silva J. L. Berral D. Carrera 6 10 0 14 Apr 2021
Composable Augmentation Encoding for Video Representation Learning Chen Sun Arsha Nagrani Yonglong Tian Cordelia Schmid SSL AI4TS 15 17 0 01 Apr 2021
Rethinking Self-supervised Correspondence Learning: A Video Frame-level Similarity Perspective Jiarui Xu Xiaolong Wang VOS 30 92 0 31 Mar 2021
Learning Representational Invariances for Data-Efficient Action Recognition Yuliang Zou Jinwoo Choi Qitong Wang Jia-Bin Huang 14 39 0 30 Mar 2021
Contrasting Contrastive Self-Supervised Representation Learning Pipelines Klemen Kotar Gabriel Ilharco Ludwig Schmidt Kiana Ehsani Roozbeh Mottaghi SSL 23 45 0 25 Mar 2021
Supporting Clustering with Contrastive Learning Dejiao Zhang Feng Nan Xiaokai Wei Shang-Wen Li Henghui Zhu Kathleen McKeown Ramesh Nallapati Andrew O. Arnold Bing Xiang SSL 27 195 0 24 Mar 2021
Characterizing and Improving the Robustness of Self-Supervised Learning through Background Augmentations Chaitanya K. Ryali D. Schwab Ari S. Morcos SSL 29 9 0 23 Mar 2021
Spatially Consistent Representation Learning Byungseok Roh Wuhyun Shin Ildoo Kim Sungwoong Kim SSL 28 88 0 10 Mar 2021
Contrastive learning of strong-mixing continuous-time stochastic processes Bingbin Liu Pradeep Ravikumar Andrej Risteski SSL 25 3 0 03 Mar 2021
The Effects of Image Distribution and Task on Adversarial Robustness Owen Kunhardt Arturo Deza T. Poggio 10 3 0 21 Feb 2021
Mine Your Own vieW: Self-Supervised Learning Through Across-Sample Prediction Mehdi Azabou M. G. Azar Ran Liu Chi-Heng Lin Erik C. Johnson ... Lindsey Kitchell Keith B. Hengen William R. Gray Roncal Michal Valko Eva L. Dyer AI4TS 19 56 0 19 Feb 2021
COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining Yu Meng Chenyan Xiong Payal Bajaj Saurabh Tiwary Paul N. Bennett Jiawei Han Xia Song 125 202 0 16 Feb 2021
Self-supervised driven consistency training for annotation efficient histopathology image analysis C. Srinidhi Seung Wook Kim Fu-Der Chen Anne L. Martel SSL 19 109 0 07 Feb 2021
Social NCE: Contrastive Learning of Socially-aware Motion Representations Yuejiang Liu Qi Yan Alexandre Alahi 24 101 0 21 Dec 2020
Understanding the Behaviour of Contrastive Loss Feng Wang Huaping Liu SSL 31 664 0 15 Dec 2020
Scaling Semantic Segmentation Beyond 1K Classes on a Single GPU Shipra Jain D. Pani Martin Danelljan Luc Van Gool VLM 21 12 0 14 Dec 2020
CASTing Your Model: Learning to Localize Improves Self-Supervised Representations Ramprasaath R. Selvaraju Karan Desai Justin Johnson Nikhil Naik SSL 27 79 0 08 Dec 2020
Towards Good Practices in Self-supervised Representation Learning Srikar Appalaraju Yi Zhu Yusheng Xie István Fehérvári SSL 8 21 0 01 Dec 2020
A Self-supervised Learning System for Object Detection in Videos Using Random Walks on Graphs Juntao Tan Changkyu Song Abdeslam Boularias SSL 11 2 0 10 Nov 2020
Intriguing Properties of Contrastive Losses Ting Chen Calvin Luo Lala Li 28 173 0 05 Nov 2020
A Survey on Contrastive Self-supervised Learning Ashish Jaiswal Ashwin Ramesh Babu Mohammad Zaki Zadeh Debapriya Banerjee F. Makedon SSL 18 1,356 0 31 Oct 2020
Viewmaker Networks: Learning Views for Unsupervised Representation Learning Alex Tamkin Mike Wu Noah D. Goodman SSL 25 64 0 14 Oct 2020
Self-Supervised Ranking for Representation Learning Ali Varamesh Ali Diba Tinne Tuytelaars Luc Van Gool SSL AI4TS 15 9 0 14 Oct 2020
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy A. Smeaton SSL AI4TS 164 684 0 10 Oct 2020
Contrastive Learning with Hard Negative Samples Joshua Robinson Ching-Yao Chuang S. Sra Stefanie Jegelka SSL 54 759 0 09 Oct 2020
Hard Negative Mixing for Contrastive Learning Yannis Kalantidis Mert Bulent Sariyildiz Noé Pion Philippe Weinzaepfel Diane Larlus SSL 29 628 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
Self-supervised Video Representation Learning by Uncovering Spatio-temporal Statistics Jiangliu Wang Jianbo Jiao Linchao Bao Shengfeng He Wei Liu Yunhui Liu SSL AI4TS 13 55 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 15 58 0 26 Aug 2020
Spatiotemporal Contrastive Video Representation Learning Rui Qian Tianjian Meng Boqing Gong Ming-Hsuan Yang H. Wang Serge J. Belongie Yin Cui SSL AI4TS 20 491 0 09 Aug 2020
FLUID: A Unified Evaluation Framework for Flexible Sequential Data Matthew Wallingford Aditya Kusupati Keivan Alizadeh Vahid Aaron Walsman Aniruddha Kembhavi Ali Farhadi 17 2 0 06 Jul 2020
Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation L. Guan Mudit Verma Sihang Guo Ruohan Zhang Subbarao Kambhampati 38 42 0 26 Jun 2020
Watching the World Go By: Representation Learning from Unlabeled Videos Daniel Gordon Kiana Ehsani D. Fox Ali Farhadi SSL AI4TS 21 87 0 18 Mar 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,369 0 09 Mar 2020
TrackingNet: A Large-Scale Dataset and Benchmark for Object Tracking in the Wild Matthias Muller Adel Bibi Silvio Giancola Salman Al-Subaihi Bernard Ghanem 223 789 0 28 Mar 2018