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Improved Baselines with Momentum Contrastive Learning

Improved Baselines with Momentum Contrastive Learning

9 March 2020
Xinlei Chen
Haoqi Fan
Ross B. Girshick
Kaiming He
    SSL
ArXiv (abs)PDFHTML

Papers citing "Improved Baselines with Momentum Contrastive Learning"

50 / 2,109 papers shown
Title
Contrastive Learning with Stronger Augmentations
Contrastive Learning with Stronger Augmentations
Tianlin Li
Guo-Jun Qi
CLL
141
227
0
15 Apr 2021
See through Gradients: Image Batch Recovery via GradInversion
See through Gradients: Image Batch Recovery via GradInversion
Hongxu Yin
Arun Mallya
Arash Vahdat
J. Álvarez
Jan Kautz
Pavlo Molchanov
FedML
101
475
0
15 Apr 2021
A Simple Baseline for Semi-supervised Semantic Segmentation with Strong
  Data Augmentation
A Simple Baseline for Semi-supervised Semantic Segmentation with Strong Data Augmentation
Jianlong Yuan
Yifan Liu
Chunhua Shen
Zhibin Wang
Hao Li
57
112
0
15 Apr 2021
All you need are a few pixels: semantic segmentation with PixelPick
All you need are a few pixels: semantic segmentation with PixelPick
Gyungin Shin
Weidi Xie
Samuel Albanie
VLM
79
42
0
13 Apr 2021
Image-Level or Object-Level? A Tale of Two Resampling Strategies for
  Long-Tailed Detection
Image-Level or Object-Level? A Tale of Two Resampling Strategies for Long-Tailed Detection
Nadine Chang
Zhiding Yu
Yu-Xiong Wang
Anima Anandkumar
Sanja Fidler
J. Álvarez
132
39
0
12 Apr 2021
Towards Fine-grained Visual Representations by Combining Contrastive
  Learning with Image Reconstruction and Attention-weighted Pooling
Towards Fine-grained Visual Representations by Combining Contrastive Learning with Image Reconstruction and Attention-weighted Pooling
Jonas Dippel
Steffen Vogler
Johannes Höhne
95
21
0
09 Apr 2021
Context-self contrastive pretraining for crop type semantic segmentation
Context-self contrastive pretraining for crop type semantic segmentation
Michail Tarasiou
R. Güler
Stefanos Zafeiriou
SSL
63
17
0
09 Apr 2021
Contrastive Learning of Global-Local Video Representations
Contrastive Learning of Global-Local Video Representations
Shuang Ma
Zhaoyang Zeng
Daniel J. McDuff
Yale Song
SSL
93
7
0
07 Apr 2021
Unsupervised Visual Attention and Invariance for Reinforcement Learning
Unsupervised Visual Attention and Invariance for Reinforcement Learning
Xudong Wang
Long Lian
Stella X. Yu
OOD
98
39
0
07 Apr 2021
Strumming to the Beat: Audio-Conditioned Contrastive Video Textures
Strumming to the Beat: Audio-Conditioned Contrastive Video Textures
Medhini Narasimhan
Shiry Ginosar
Andrew Owens
Alexei A. Efros
Trevor Darrell
DiffM
42
16
0
06 Apr 2021
Contrastive Syn-to-Real Generalization
Contrastive Syn-to-Real Generalization
Wuyang Chen
Zhiding Yu
Shalini De Mello
Sifei Liu
J. Álvarez
Zhangyang Wang
Anima Anandkumar
63
46
0
06 Apr 2021
An Empirical Study of Training Self-Supervised Vision Transformers
An Empirical Study of Training Self-Supervised Vision Transformers
Xinlei Chen
Saining Xie
Kaiming He
ViT
183
1,874
0
05 Apr 2021
HLA-Face: Joint High-Low Adaptation for Low Light Face Detection
HLA-Face: Joint High-Low Adaptation for Low Light Face Detection
Wenjing Wang
Wenhan Yang
Jiaying Liu
CVBMVLM
115
69
0
05 Apr 2021
Graph Contrastive Clustering
Graph Contrastive Clustering
Huasong Zhong
Jianlong Wu
Chong Chen
Jianqiang Huang
Minghua Deng
Liqiang Nie
Zhouchen Lin
Xiansheng Hua
79
117
0
03 Apr 2021
Self-supervised Video Representation Learning by Context and Motion
  Decoupling
Self-supervised Video Representation Learning by Context and Motion Decoupling
Lianghua Huang
Yu Liu
Bin Wang
Pan Pan
Yinghui Xu
Rong Jin
SSL
108
51
0
02 Apr 2021
A Realistic Evaluation of Semi-Supervised Learning for Fine-Grained
  Classification
A Realistic Evaluation of Semi-Supervised Learning for Fine-Grained Classification
Jong-Chyi Su
Zezhou Cheng
Subhransu Maji
99
57
0
01 Apr 2021
Composable Augmentation Encoding for Video Representation Learning
Composable Augmentation Encoding for Video Representation Learning
Chen Sun
Arsha Nagrani
Yonglong Tian
Cordelia Schmid
SSLAI4TS
61
17
0
01 Apr 2021
Unsupervised Degradation Representation Learning for Blind
  Super-Resolution
Unsupervised Degradation Representation Learning for Blind Super-Resolution
Longguang Wang
Yingqian Wang
Xiaoyu Dong
Qingyu Xu
Jungang Yang
W. An
Yulan Guo
79
321
0
01 Apr 2021
Jigsaw Clustering for Unsupervised Visual Representation Learning
Jigsaw Clustering for Unsupervised Visual Representation Learning
Pengguang Chen
Shu Liu
Jiaya Jia
SSLVLM
85
55
0
01 Apr 2021
Rethinking Self-supervised Correspondence Learning: A Video Frame-level
  Similarity Perspective
Rethinking Self-supervised Correspondence Learning: A Video Frame-level Similarity Perspective
Jiarui Xu
Xiaolong Wang
VOS
194
95
0
31 Mar 2021
Learning with Memory-based Virtual Classes for Deep Metric Learning
Learning with Memory-based Virtual Classes for Deep Metric Learning
ByungSoo Ko
Geonmo Gu
Han-Gyu Kim
VLM
86
28
0
31 Mar 2021
Joint Learning of Neural Transfer and Architecture Adaptation for Image
  Recognition
Joint Learning of Neural Transfer and Architecture Adaptation for Image Recognition
Guangrun Wang
Liang Lin
Rongcong Chen
Guangcong Wang
Jiqi Zhang
OOD
47
10
0
31 Mar 2021
Prototypical Cross-domain Self-supervised Learning for Few-shot
  Unsupervised Domain Adaptation
Prototypical Cross-domain Self-supervised Learning for Few-shot Unsupervised Domain Adaptation
Xiangyu Yue
Zangwei Zheng
Shanghang Zhang
Yang Gao
Trevor Darrell
Kurt Keutzer
Alberto L. Sangiovanni-Vincentelli
106
152
0
31 Mar 2021
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote
  Sensing Data
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data
Oscar Manas
Alexandre Lacoste
Xavier Giró-i-Nieto
David Vazquez
Pau Rodríguez López
101
266
0
30 Mar 2021
Learning Representational Invariances for Data-Efficient Action
  Recognition
Learning Representational Invariances for Data-Efficient Action Recognition
Yuliang Zou
Jinwoo Choi
Qitong Wang
Jia-Bin Huang
95
41
0
30 Mar 2021
Broaden Your Views for Self-Supervised Video Learning
Broaden Your Views for Self-Supervised Video Learning
Adrià Recasens
Pauline Luc
Jean-Baptiste Alayrac
Luyu Wang
Ross Hemsley
...
Florent Altché
M. Valko
Jean-Bastien Grill
Aaron van den Oord
Andrew Zisserman
SSLAI4TS
137
128
0
30 Mar 2021
Benchmarking Representation Learning for Natural World Image Collections
Benchmarking Representation Learning for Natural World Image Collections
Grant Van Horn
Elijah Cole
Sara Beery
Kimberly Wilber
Serge J. Belongie
Oisin Mac Aodha
SSLVLM
76
179
0
30 Mar 2021
ICE: Inter-instance Contrastive Encoding for Unsupervised Person
  Re-identification
ICE: Inter-instance Contrastive Encoding for Unsupervised Person Re-identification
Hao Chen
Benoit Lagadec
Francois Bremond
SSL
127
189
0
30 Mar 2021
Robust Audio-Visual Instance Discrimination
Robust Audio-Visual Instance Discrimination
Pedro Morgado
Ishan Misra
Nuno Vasconcelos
SSL
115
110
0
29 Mar 2021
Classification of Seeds using Domain Randomization on Self-Supervised
  Learning Frameworks
Classification of Seeds using Domain Randomization on Self-Supervised Learning Frameworks
Venkat Margapuri
Michael L. Neilsen
10
7
0
29 Mar 2021
Improved Meta-Learning Training for Speaker Verification
Improved Meta-Learning Training for Speaker Verification
Yafeng Chen
Wu Guo
Bin Gu
118
7
0
29 Mar 2021
HiT: Hierarchical Transformer with Momentum Contrast for Video-Text
  Retrieval
HiT: Hierarchical Transformer with Momentum Contrast for Video-Text Retrieval
Song Liu
Haoqi Fan
Shengsheng Qian
Yiru Chen
Wenkui Ding
Zhongyuan Wang
106
147
0
28 Mar 2021
Embedding Transfer with Label Relaxation for Improved Metric Learning
Embedding Transfer with Label Relaxation for Improved Metric Learning
Sungyeon Kim
Dongwon Kim
Minsu Cho
Suha Kwak
77
32
0
27 Mar 2021
Sparse Object-level Supervision for Instance Segmentation with Pixel
  Embeddings
Sparse Object-level Supervision for Instance Segmentation with Pixel Embeddings
A. Wolny
Qin Yu
Constantin Pape
Anna Kreshuk
ISeg
93
21
0
26 Mar 2021
Adversarial Attacks are Reversible with Natural Supervision
Adversarial Attacks are Reversible with Natural Supervision
Chengzhi Mao
Mia Chiquer
Hao Wang
Junfeng Yang
Carl Vondrick
BDLAAML
105
56
0
26 Mar 2021
Self-Supervised Training Enhances Online Continual Learning
Self-Supervised Training Enhances Online Continual Learning
Jhair Gallardo
Tyler L. Hayes
Christopher Kanan
CLL
101
68
0
25 Mar 2021
Contrasting Contrastive Self-Supervised Representation Learning
  Pipelines
Contrasting Contrastive Self-Supervised Representation Learning Pipelines
Klemen Kotar
Gabriel Ilharco
Ludwig Schmidt
Kiana Ehsani
Roozbeh Mottaghi
SSL
111
46
0
25 Mar 2021
THAT: Two Head Adversarial Training for Improving Robustness at Scale
THAT: Two Head Adversarial Training for Improving Robustness at Scale
Zuxuan Wu
Tom Goldstein
L. Davis
Ser-Nam Lim
AAMLGAN
44
1
0
25 Mar 2021
Artificial Intelligence in Tumor Subregion Analysis Based on Medical
  Imaging: A Review
Artificial Intelligence in Tumor Subregion Analysis Based on Medical Imaging: A Review
Mingquan Lin
Jacob F. Wynne
Y. Lei
Tonghe Wang
W. Curran
Tian Liu
Xiaofeng Yang
72
25
0
25 Mar 2021
Rethinking Self-Supervised Learning: Small is Beautiful
Rethinking Self-Supervised Learning: Small is Beautiful
Yun Cao
Jianxin Wu
SSL
70
21
0
25 Mar 2021
A Broad Study on the Transferability of Visual Representations with
  Contrastive Learning
A Broad Study on the Transferability of Visual Representations with Contrastive Learning
Ashraful Islam
Chun-Fu Chen
Yikang Shen
Leonid Karlinsky
Richard J. Radke
Rogerio Feris
SSL
153
115
0
24 Mar 2021
Can Vision Transformers Learn without Natural Images?
Can Vision Transformers Learn without Natural Images?
Kodai Nakashima
Hirokatsu Kataoka
Asato Matsumoto
K. Iwata
Nakamasa Inoue
ViT
57
34
0
24 Mar 2021
Supporting Clustering with Contrastive Learning
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
111
202
0
24 Mar 2021
Region Similarity Representation Learning
Region Similarity Representation Learning
Tete Xiao
Colorado Reed
Xiaolong Wang
Kurt Keutzer
Trevor Darrell
VLMSSL
101
118
0
24 Mar 2021
Characterizing and Improving the Robustness of Self-Supervised Learning
  through Background Augmentations
Characterizing and Improving the Robustness of Self-Supervised Learning through Background Augmentations
Chaitanya K. Ryali
D. Schwab
Ari S. Morcos
SSL
95
9
0
23 Mar 2021
Self-Supervised Pretraining Improves Self-Supervised Pretraining
Self-Supervised Pretraining Improves Self-Supervised Pretraining
Colorado Reed
Xiangyu Yue
Aniruddha Nrusimha
Sayna Ebrahimi
Vivek Vijaykumar
...
Shanghang Zhang
Devin Guillory
Sean L. Metzger
Kurt Keutzer
Trevor Darrell
121
108
0
23 Mar 2021
Self-supervised representation learning from 12-lead ECG data
Self-supervised representation learning from 12-lead ECG data
Temesgen Mehari
Nils Strodthoff
SSL
87
142
0
23 Mar 2021
Unsupervised domain adaptation via coarse-to-fine feature alignment
  method using contrastive learning
Unsupervised domain adaptation via coarse-to-fine feature alignment method using contrastive learning
Shiyu Tang
Peijun Tang
Yanxiang Gong
Zheng Ma
M. Xie
51
6
0
23 Mar 2021
Gradient Regularized Contrastive Learning for Continual Domain
  Adaptation
Gradient Regularized Contrastive Learning for Continual Domain Adaptation
Shixiang Tang
Peng Su
Peng Gao
Ni Zhao
CLL
71
67
0
23 Mar 2021
Improved Detection of Face Presentation Attacks Using Image
  Decomposition
Improved Detection of Face Presentation Attacks Using Image Decomposition
Shlok Kumar Mishra
K. Sengupta
Max Horowitz-Gelb
Wen-Sheng Chu
Sofien Bouaziz
David Jacobs
CVBM
60
2
0
22 Mar 2021
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