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A Simple Framework for Contrastive Learning of Visual Representations
v1v2v3 (latest)

A Simple Framework for Contrastive Learning of Visual Representations

International Conference on Machine Learning (ICML), 2020
13 February 2020
Ting-Li Chen
Simon Kornblith
Mohammad Norouzi
Geoffrey E. Hinton
    SSL
ArXiv (abs)PDFHTMLHuggingFace (1 upvotes)

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

50 / 10,240 papers shown
A Survey on Self-supervised Pre-training for Sequential Transfer
  Learning in Neural Networks
A Survey on Self-supervised Pre-training for Sequential Transfer Learning in Neural Networks
H. H. Mao
BDLSSL
151
54
0
01 Jul 2020
Debiased Contrastive Learning
Debiased Contrastive Learning
Ching-Yao Chuang
Joshua Robinson
Yen-Chen Lin
Antonio Torralba
Stefanie Jegelka
SSL
572
656
0
01 Jul 2020
Subject-Aware Contrastive Learning for Biosignals
Subject-Aware Contrastive Learning for Biosignals
Joseph Y. Cheng
Hanlin Goh
Kaan Dogrusoz
Oncel Tuzel
Erdrin Azemi
SSL
232
122
0
30 Jun 2020
Similarity Search for Efficient Active Learning and Search of Rare
  Concepts
Similarity Search for Efficient Active Learning and Search of Rare Concepts
Cody Coleman
Edward Chou
Julian Katz-Samuels
Sean Culatana
Peter Bailis
Alexander C. Berg
Robert Nowak
Roshan Sumbaly
Matei A. Zaharia
I. Z. Yalniz
191
46
0
30 Jun 2020
Deep Isometric Learning for Visual Recognition
Deep Isometric Learning for Visual Recognition
Haozhi Qi
Chong You
Xinyu Wang
Yi-An Ma
Jitendra Malik
VLM
191
56
0
30 Jun 2020
Self-Supervised Learning of a Biologically-Inspired Visual Texture Model
Self-Supervised Learning of a Biologically-Inspired Visual Texture Model
Nikhil Parthasarathy
Eero P. Simoncelli
146
7
0
30 Jun 2020
Asymmetric metric learning for knowledge transfer
Asymmetric metric learning for knowledge transfer
Mateusz Budnik
Yannis Avrithis
176
40
0
29 Jun 2020
Self-Supervised MultiModal Versatile Networks
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
423
400
0
29 Jun 2020
Improving Few-Shot Learning using Composite Rotation based Auxiliary
  Task
Improving Few-Shot Learning using Composite Rotation based Auxiliary Task
Pratik Mazumder
Pravendra Singh
Vinay P. Namboodiri
252
9
0
29 Jun 2020
Video Representation Learning with Visual Tempo Consistency
Video Representation Learning with Visual Tempo Consistency
Ceyuan Yang
Yinghao Xu
Bo Dai
Bolei Zhou
160
94
0
28 Jun 2020
GPT-GNN: Generative Pre-Training of Graph Neural Networks
GPT-GNN: Generative Pre-Training of Graph Neural Networks
Ziniu Hu
Yuxiao Dong
Kuansan Wang
Kai-Wei Chang
Luke Huan
SSLAI4CE
304
639
0
27 Jun 2020
Domain Contrast for Domain Adaptive Object Detection
Domain Contrast for Domain Adaptive Object Detection
Feng Liu
Xiaosong Zhang
Fang Wan
Xiangyang Ji
QiXiang Ye
128
41
0
26 Jun 2020
On Equivariant and Invariant Learning of Object Landmark Representations
On Equivariant and Invariant Learning of Object Landmark Representations
Zezhou Cheng
Jong-Chyi Su
Subhransu Maji
SSL
236
7
0
26 Jun 2020
Deep Partition Aggregation: Provable Defense against General Poisoning
  Attacks
Deep Partition Aggregation: Provable Defense against General Poisoning Attacks
Alexander Levine
Soheil Feizi
AAML
194
162
0
26 Jun 2020
Parametric Instance Classification for Unsupervised Visual Feature
  Learning
Parametric Instance Classification for Unsupervised Visual Feature Learning
Yue Cao
Zhenda Xie
B. Liu
Yutong Lin
Zheng Zhang
Han Hu
VLM
170
62
0
25 Jun 2020
Space-Time Correspondence as a Contrastive Random Walk
Space-Time Correspondence as a Contrastive Random Walk
Allan Jabri
Andrew Owens
Alexei A. Efros
SSLOT
368
332
0
25 Jun 2020
Understanding collections of related datasets using dependent MMD
  coresets
Understanding collections of related datasets using dependent MMD coresets
Sinead Williamson
Jette Henderson
184
6
0
24 Jun 2020
Unsupervised Cross-lingual Representation Learning for Speech
  Recognition
Unsupervised Cross-lingual Representation Learning for Speech RecognitionInterspeech (Interspeech), 2020
Alexis Conneau
Alexei Baevski
R. Collobert
Abdel-rahman Mohamed
Michael Auli
SSL
363
919
0
24 Jun 2020
Labelling unlabelled videos from scratch with multi-modal
  self-supervision
Labelling unlabelled videos from scratch with multi-modal self-supervisionNeural Information Processing Systems (NeurIPS), 2020
Yuki M. Asano
Mandela Patrick
Christian Rupprecht
Andrea Vedaldi
SSL
260
161
0
24 Jun 2020
Disentangle Perceptual Learning through Online Contrastive Learning
Disentangle Perceptual Learning through Online Contrastive Learning
Kangfu Mei
Yao Lu
Qiaosi Yi
Haoyu Wu
Juncheng Li
Rui Huang
SSL
102
2
0
24 Jun 2020
Automatic Data Augmentation for Generalization in Deep Reinforcement
  Learning
Automatic Data Augmentation for Generalization in Deep Reinforcement Learning
Roberta Raileanu
M. Goldstein
Denis Yarats
Ilya Kostrikov
Rob Fergus
OffRL
284
113
0
23 Jun 2020
Self-supervised Video Object Segmentation
Self-supervised Video Object Segmentation
Fangrui Zhu
Li Zhang
Yanwei Fu
G. Guo
Weidi Xie
VOS
139
12
0
22 Jun 2020
Self-Supervised Representations Improve End-to-End Speech Translation
Self-Supervised Representations Improve End-to-End Speech Translation
Anne Wu
Changhan Wang
J. Pino
Jiatao Gu
SSL
253
42
0
22 Jun 2020
Embodied Self-supervised Learning by Coordinated Sampling and Training
Embodied Self-supervised Learning by Coordinated Sampling and Training
Yifan Sun
Xihong Wu
SSL
133
9
0
20 Jun 2020
Unsupervised Image Classification for Deep Representation Learning
Unsupervised Image Classification for Deep Representation Learning
Weijie Chen
Shiliang Pu
Di Xie
Shicai Yang
Yilu Guo
Luojun Lin
SSLVLM
250
14
0
20 Jun 2020
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech
  Representations
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations
Alexei Baevski
Henry Zhou
Abdel-rahman Mohamed
Michael Auli
SSL
2.4K
7,387
0
20 Jun 2020
Self-Supervised Prototypical Transfer Learning for Few-Shot
  Classification
Self-Supervised Prototypical Transfer Learning for Few-Shot Classification
Carlos Medina
A. Devos
Matthias Grossglauser
SSL
190
57
0
19 Jun 2020
Transfer Learning or Self-supervised Learning? A Tale of Two Pretraining
  Paradigms
Transfer Learning or Self-supervised Learning? A Tale of Two Pretraining Paradigms
Xingyi Yang
Xuehai He
Yuxiao Liang
Yue Yang
Shanghang Zhang
P. Xie
SSL
176
46
0
19 Jun 2020
Supervision Accelerates Pre-training in Contrastive Semi-Supervised
  Learning of Visual Representations
Supervision Accelerates Pre-training in Contrastive Semi-Supervised Learning of Visual Representations
Mahmoud Assran
Nicolas Ballas
Lluis Castrejon
Michael G. Rabbat
SSL
110
3
0
18 Jun 2020
Learning Invariant Representations for Reinforcement Learning without
  Reconstruction
Learning Invariant Representations for Reinforcement Learning without Reconstruction
Amy Zhang
R. McAllister
Roberto Calandra
Y. Gal
Sergey Levine
OODSSL
472
533
0
18 Jun 2020
Online Deep Clustering for Unsupervised Representation Learning
Online Deep Clustering for Unsupervised Representation Learning
Xiaohang Zhan
Jiahao Xie
Ziwei Liu
Yew-Soon Ong
Chen Change Loy
OOD
225
204
0
18 Jun 2020
Contrastive learning of global and local features for medical image
  segmentation with limited annotations
Contrastive learning of global and local features for medical image segmentation with limited annotations
K. Chaitanya
Ertunc Erdil
Neerav Karani
E. Konukoglu
SSL
353
630
0
18 Jun 2020
Joint Contrastive Learning for Unsupervised Domain Adaptation
Joint Contrastive Learning for Unsupervised Domain Adaptation
Changhwa Park
Jonghyun Lee
Jaeyoon Yoo
Minhoe Hur
Sungroh Yoon
199
40
0
18 Jun 2020
LSD-C: Linearly Separable Deep Clusters
LSD-C: Linearly Separable Deep Clusters
Sylvestre-Alvise Rebuffi
Sébastien Ehrhardt
Kai Han
Andrea Vedaldi
Andrew Zisserman
196
24
0
17 Jun 2020
Contrastive Learning for Weakly Supervised Phrase Grounding
Contrastive Learning for Weakly Supervised Phrase Grounding
Tanmay Gupta
Arash Vahdat
Gal Chechik
Xiaodong Yang
Jan Kautz
Derek Hoiem
ObjDSSL
306
157
0
17 Jun 2020
Unsupervised Learning of Visual Features by Contrasting Cluster
  Assignments
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments
Mathilde Caron
Ishan Misra
Julien Mairal
Priya Goyal
Piotr Bojanowski
Armand Joulin
OCLSSL
1.2K
4,664
0
17 Jun 2020
Self-supervised Knowledge Distillation for Few-shot Learning
Self-supervised Knowledge Distillation for Few-shot Learning
Jathushan Rajasegaran
Salman Khan
Munawar Hayat
Fahad Shahbaz Khan
M. Shah
SSL
180
115
0
17 Jun 2020
Agent Modelling under Partial Observability for Deep Reinforcement
  Learning
Agent Modelling under Partial Observability for Deep Reinforcement Learning
Georgios Papoudakis
Filippos Christianos
Stefano V. Albrecht
344
78
0
16 Jun 2020
AVLnet: Learning Audio-Visual Language Representations from
  Instructional Videos
AVLnet: Learning Audio-Visual Language Representations from Instructional Videos
Andrew Rouditchenko
Angie Boggust
David Harwath
Brian Chen
D. Joshi
...
Rogerio Feris
Brian Kingsbury
M. Picheny
Antonio Torralba
James R. Glass
SSL
245
142
0
16 Jun 2020
Momentum Contrastive Learning for Few-Shot COVID-19 Diagnosis from Chest
  CT Images
Momentum Contrastive Learning for Few-Shot COVID-19 Diagnosis from Chest CT Images
Xiaocong Chen
Lina Yao
Tao Zhou
Jinming Dong
Yu Zhang
178
188
0
16 Jun 2020
COALA: Co-Aligned Autoencoders for Learning Semantically Enriched Audio
  Representations
COALA: Co-Aligned Autoencoders for Learning Semantically Enriched Audio Representations
Xavier Favory
Konstantinos Drossos
Maria Sandsten
Xavier Serra
240
35
0
15 Jun 2020
Self-supervised Learning: Generative or Contrastive
Self-supervised Learning: Generative or Contrastive
Xiao Liu
Fanjin Zhang
Zhenyu Hou
Zhaoyu Wang
Li Mian
Jing Zhang
Jie Tang
SSL
631
1,994
0
15 Jun 2020
Meta Approach to Data Augmentation Optimization
Meta Approach to Data Augmentation OptimizationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020
Ryuichiro Hataya
Jan Zdenek
Kazuki Yoshizoe
Hideki Nakayama
171
40
0
14 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning
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Jean-Bastien Grill
Florian Strub
Florent Altché
Corentin Tallec
Pierre Harvey Richemond
...
M. G. Azar
Bilal Piot
Koray Kavukcuoglu
Rémi Munos
Michal Valko
SSL
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7,895
0
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Adversarial Self-Supervised Contrastive Learning
Adversarial Self-Supervised Contrastive LearningNeural Information Processing Systems (NeurIPS), 2020
Minseon Kim
Jihoon Tack
Sung Ju Hwang
SSL
244
275
0
13 Jun 2020
Domain Generalization using Causal Matching
Domain Generalization using Causal MatchingInternational Conference on Machine Learning (ICML), 2020
Divyat Mahajan
Shruti Tople
Amit Sharma
OOD
501
381
0
12 Jun 2020
Deep Reinforcement and InfoMax Learning
Deep Reinforcement and InfoMax LearningNeural Information Processing Systems (NeurIPS), 2020
Bogdan Mazoure
Rémi Tachet des Combes
T. Doan
Philip Bachman
R. Devon Hjelm
AI4CE
301
112
0
12 Jun 2020
Video Understanding as Machine Translation
Bruno Korbar
Fabio Petroni
Rohit Girdhar
Lorenzo Torresani
SSL
205
29
0
12 Jun 2020
Are we done with ImageNet?
Are we done with ImageNet?
Lucas Beyer
Olivier J. Hénaff
Alexander Kolesnikov
Xiaohua Zhai
Aaron van den Oord
VLM
367
455
0
12 Jun 2020
Kernelized information bottleneck leads to biologically plausible
  3-factor Hebbian learning in deep networks
Kernelized information bottleneck leads to biologically plausible 3-factor Hebbian learning in deep networksNeural Information Processing Systems (NeurIPS), 2020
Roman Pogodin
P. Latham
384
41
0
12 Jun 2020
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