A Simple Framework for Contrastive Learning of Visual Representations

13 February 2020

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

41 / 6,841 papers shown

Title
Domain Contrast for Domain Adaptive Object Detection Feng Liu Xiaosong Zhang Fang Wan Xiangyang Ji QiXiang Ye 6 31 0 26 Jun 2020
Parametric Instance Classification for Unsupervised Visual Feature Learning Yue Cao Zhenda Xie B. Liu Yutong Lin Zheng-Wei Zhang Han Hu VLM 18 60 0 25 Jun 2020
Understanding collections of related datasets using dependent MMD coresets Sinead Williamson Jette Henderson 9 5 0 24 Jun 2020
Unsupervised Cross-lingual Representation Learning for Speech Recognition Alexis Conneau Alexei Baevski R. Collobert Abdel-rahman Mohamed Michael Auli SSL 9 754 0 24 Jun 2020
Automatic Data Augmentation for Generalization in Deep Reinforcement Learning Roberta Raileanu M. Goldstein Denis Yarats Ilya Kostrikov Rob Fergus OffRL 22 108 0 23 Jun 2020
Self-Supervised Representations Improve End-to-End Speech Translation Anne Wu Changhan Wang J. Pino Jiatao Gu SSL 17 40 0 22 Jun 2020
Self-Supervised Prototypical Transfer Learning for Few-Shot Classification Carlos Medina A. Devos Matthias Grossglauser SSL 18 50 0 19 Jun 2020
Online Deep Clustering for Unsupervised Representation Learning Xiaohang Zhan Jiahao Xie Ziwei Liu Yew-Soon Ong Chen Change Loy OOD 29 184 0 18 Jun 2020
Self-supervised Knowledge Distillation for Few-shot Learning Jathushan Rajasegaran Salman Khan Munawar Hayat F. Khan M. Shah SSL 26 91 0 17 Jun 2020
AVLnet: Learning Audio-Visual Language Representations from Instructional Videos Andrew Rouditchenko Angie Boggust David F. Harwath Brian Chen D. Joshi ... Rogerio Feris Brian Kingsbury M. Picheny Antonio Torralba James R. Glass SSL 22 141 0 16 Jun 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 31 1,586 0 15 Jun 2020
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 31 6,643 0 13 Jun 2020
Adversarial Self-Supervised Contrastive Learning Minseon Kim Jihoon Tack Sung Ju Hwang SSL 20 246 0 13 Jun 2020
Deep Reinforcement and InfoMax Learning Bogdan Mazoure Rémi Tachet des Combes T. Doan Philip Bachman R. Devon Hjelm AI4CE 17 108 0 12 Jun 2020
Kernelized information bottleneck leads to biologically plausible 3-factor Hebbian learning in deep networks Roman Pogodin P. Latham 13 34 0 12 Jun 2020
Knowledge Distillation Meets Self-Supervision Guodong Xu Ziwei Liu Xiaoxiao Li Chen Change Loy FedML 23 280 0 12 Jun 2020
VirTex: Learning Visual Representations from Textual Annotations Karan Desai Justin Johnson SSL VLM 19 432 0 11 Jun 2020
Contrastive Multi-View Representation Learning on Graphs Kaveh Hassani Amir Hosein Khas Ahmadi SSL 11 1,271 0 10 Jun 2020
An Overview of Deep Semi-Supervised Learning Yassine Ouali C´eline Hudelot Myriam Tami SSL HAI 19 294 0 09 Jun 2020
Info3D: Representation Learning on 3D Objects using Mutual Information Maximization and Contrastive Learning Aditya Sanghi 3DPC SSL 11 101 0 04 Jun 2020
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients Dani Kiyasseh T. Zhu David A. Clifton 6 185 0 27 May 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 11 1,302 0 20 May 2020
Contrastive Learning for Debiased Candidate Generation in Large-Scale Recommender Systems Chang Zhou Jianxin Ma Jianwei Zhang Jingren Zhou Hongxia Yang 16 142 0 20 May 2020
Modularizing Deep Learning via Pairwise Learning With Kernels Shiyu Duan Shujian Yu José C. Príncipe MoMe 25 20 0 12 May 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong S. Hoi SSL DRL 11 955 0 11 May 2020
Contrastive Self-Supervised Learning for Commonsense Reasoning T. Klein Moin Nabi LRM SSL 19 63 0 02 May 2020
Vector Quantized Contrastive Predictive Coding for Template-based Music Generation Gaëtan Hadjeres Léopold Crestel 18 18 0 21 Apr 2020
Distilling Localization for Self-Supervised Representation Learning Nanxuan Zhao Zhirong Wu Rynson W. H. Lau Stephen Lin SSL 19 56 0 14 Apr 2020
Viral Pneumonia Screening on Chest X-ray Images Using Confidence-Aware Anomaly Detection Jianpeng Zhang Yutong Xie Guansong Pang Zhibin Liao Johan W. Verjans ... Zongji Sun Jian He Yi Li Chunhua Shen Yong-quan Xia 9 444 0 27 Mar 2020
A Survey of Deep Learning for Scientific Discovery M. Raghu Erica Schmidt OOD AI4CE 35 120 0 26 Mar 2020
Meta Pseudo Labels Hieu H. Pham Zihang Dai Qizhe Xie Minh-Thang Luong Quoc V. Le VLM 250 656 0 23 Mar 2020
A Metric Learning Reality Check Kevin Musgrave Serge J. Belongie Ser-Nam Lim 33 474 0 18 Mar 2020
Watching the World Go By: Representation Learning from Unlabeled Videos Daniel Gordon Kiana Ehsani D. Fox Ali Farhadi SSL AI4TS 13 87 0 18 Mar 2020
Un-Mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning Zhiqiang Shen Zechun Liu Zhuang Liu Marios Savvides Trevor Darrell Eric P. Xing OCL SSL 8 103 0 11 Mar 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 252 3,369 0 09 Mar 2020
Automatic Shortcut Removal for Self-Supervised Representation Learning Matthias Minderer Olivier Bachem N. Houlsby Michael Tschannen SSL 8 73 0 20 Feb 2020
Convergence of End-to-End Training in Deep Unsupervised Contrastive Learning Zixin Wen SSL 16 2 0 17 Feb 2020
Deep Self-Supervised Representation Learning for Free-Hand Sketch Peng-Tao Xu Zeyu Song Qiyue Yin Yi-Zhe Song Liang Wang SSL 20 41 0 03 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 19 11,840 0 13 Nov 2019
DEPA: Self-Supervised Audio Embedding for Depression Detection Pingyue Zhang Mengyue Wu Heinrich Dinkel Kai Yu 13 51 0 29 Oct 2019
When Does Self-supervision Improve Few-shot Learning? Jong-Chyi Su Subhransu Maji B. Hariharan 15 168 0 08 Oct 2019