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Supervised Contrastive Learning

Supervised Contrastive Learning

23 April 2020
Prannay Khosla
Piotr Teterwak
Chen Wang
Aaron Sarna
Yonglong Tian
Phillip Isola
Aaron Maschinot
Ce Liu
Dilip Krishnan
    SSL
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Papers citing "Supervised Contrastive Learning"

50 / 782 papers shown
Title
Learning to Predict Visual Attributes in the Wild
Learning to Predict Visual Attributes in the Wild
Khoi Pham
Kushal Kafle
Zhe-nan Lin
Zhi Ding
Scott D. Cohen
Q. Tran
Abhinav Shrivastava
16
108
0
17 Jun 2021
Learning to Associate Every Segment for Video Panoptic Segmentation
Learning to Associate Every Segment for Video Panoptic Segmentation
Sanghyun Woo
Dahun Kim
Joon-Young Lee
In So Kweon
VOS
33
29
0
17 Jun 2021
A Random CNN Sees Objects: One Inductive Bias of CNN and Its
  Applications
A Random CNN Sees Objects: One Inductive Bias of CNN and Its Applications
Yun Cao
Jianxin Wu
SSL
31
26
0
17 Jun 2021
An Evaluation of Self-Supervised Pre-Training for Skin-Lesion Analysis
An Evaluation of Self-Supervised Pre-Training for Skin-Lesion Analysis
Levy G. Chaves
Alceu Bissoto
Eduardo Valle
Sandra Avila
27
15
0
17 Jun 2021
Positional Contrastive Learning for Volumetric Medical Image
  Segmentation
Positional Contrastive Learning for Volumetric Medical Image Segmentation
Dewen Zeng
Yawen Wu
Xinrong Hu
Xiaowei Xu
Haiyun Yuan
Meiping Huang
Zhuang Jian
Jingtong Hu
Yiyu Shi
29
91
0
16 Jun 2021
Contrastive Learning with Continuous Proxy Meta-Data for 3D MRI
  Classification
Contrastive Learning with Continuous Proxy Meta-Data for 3D MRI Classification
Benoit Dufumier
Pietro Gori
J. Victor
Antoine Grigis
M. Wessa
...
P. Favre
M. Polosan
C. Mcdonald
C. Piguet
Edouard Duchesnay
SSL
24
66
0
16 Jun 2021
Neighborhood Contrastive Learning Applied to Online Patient Monitoring
Neighborhood Contrastive Learning Applied to Online Patient Monitoring
Hugo Yèche
Gideon Dresdner
Francesco Locatello
Matthias Huser
Gunnar Rätsch
24
46
0
09 Jun 2021
Data-Efficient Instance Generation from Instance Discrimination
Data-Efficient Instance Generation from Instance Discrimination
Ceyuan Yang
Yujun Shen
Yinghao Xu
Bolei Zhou
33
83
0
08 Jun 2021
Graph-MLP: Node Classification without Message Passing in Graph
Graph-MLP: Node Classification without Message Passing in Graph
Yang Hu
Haoxuan You
Zhecan Wang
Zhicheng Wang
Erjin Zhou
Yue Gao
27
108
0
08 Jun 2021
Shifting Transformation Learning for Out-of-Distribution Detection
Shifting Transformation Learning for Out-of-Distribution Detection
Sina Mohseni
Arash Vahdat
J. Yadawa
OODD
21
7
0
07 Jun 2021
Incremental False Negative Detection for Contrastive Learning
Incremental False Negative Detection for Contrastive Learning
Tsai-Shien Chen
Wei-Chih Hung
Hung-Yu Tseng
Shao-Yi Chien
Ming-Hsuan Yang
SSL
CLL
18
60
0
07 Jun 2021
A Comprehensive Survey and Taxonomy on Single Image Dehazing Based on
  Deep Learning
A Comprehensive Survey and Taxonomy on Single Image Dehazing Based on Deep Learning
Jie Gui
Xiaofeng Cong
Yuan Cao
Wenqi Ren
Jun Zhang
Jing Zhang
Jie Cao
Dacheng Tao
24
56
0
07 Jun 2021
Category Contrast for Unsupervised Domain Adaptation in Visual Tasks
Category Contrast for Unsupervised Domain Adaptation in Visual Tasks
Jiaxing Huang
Dayan Guan
Aoran Xiao
Shijian Lu
Ling Shao
CML
35
128
0
05 Jun 2021
What Is Considered Complete for Visual Recognition?
What Is Considered Complete for Visual Recognition?
Lingxi Xie
Xiaopeng Zhang
Longhui Wei
Jianlong Chang
Qi Tian
VLM
23
4
0
28 May 2021
Recent advances and clinical applications of deep learning in medical
  image analysis
Recent advances and clinical applications of deep learning in medical image analysis
Xuxin Chen
Ximing Wang
Kecheng Zhang
K. Fung
T. Thai
K. Moore
Robert S. Mannel
Hong Liu
B. Zheng
Y. Qiu
OOD
18
572
0
27 May 2021
Contrastive Fine-tuning Improves Robustness for Neural Rankers
Contrastive Fine-tuning Improves Robustness for Neural Rankers
Xiaofei Ma
Cicero Nogueira dos Santos
Andrew O. Arnold
18
20
0
27 May 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data
Divide and Contrast: Self-supervised Learning from Uncurated Data
Yonglong Tian
Olivier J. Hénaff
Aaron van den Oord
SSL
64
96
0
17 May 2021
Contrastive Attraction and Contrastive Repulsion for Representation
  Learning
Contrastive Attraction and Contrastive Repulsion for Representation Learning
Huangjie Zheng
Xu Chen
Jiangchao Yao
Hongxia Yang
Chunyuan Li
Ya Zhang
Hao Zhang
Ivor Tsang
Jingren Zhou
Mingyuan Zhou
SSL
42
12
0
08 May 2021
ConCAD: Contrastive Learning-based Cross Attention for Sleep Apnea
  Detection
ConCAD: Contrastive Learning-based Cross Attention for Sleep Apnea Detection
Guanjie Huang
Fenglong Ma
26
10
0
07 May 2021
3D Human Action Representation Learning via Cross-View Consistency
  Pursuit
3D Human Action Representation Learning via Cross-View Consistency Pursuit
Linguo Li
Minsi Wang
Bingbing Ni
Hang Wang
Jiancheng Yang
Wenjun Zhang
141
156
0
29 Apr 2021
Semi-Supervised Learning of Visual Features by Non-Parametrically
  Predicting View Assignments with Support Samples
Semi-Supervised Learning of Visual Features by Non-Parametrically Predicting View Assignments with Support Samples
Mahmoud Assran
Mathilde Caron
Ishan Misra
Piotr Bojanowski
Armand Joulin
Nicolas Ballas
Michael G. Rabbat
SSL
29
147
0
28 Apr 2021
Joint Representation Learning and Novel Category Discovery on Single-
  and Multi-modal Data
Joint Representation Learning and Novel Category Discovery on Single- and Multi-modal Data
Xu Jia
Kai Han
Yukun Zhu
Bradley Green
152
57
0
26 Apr 2021
Mutual Contrastive Learning for Visual Representation Learning
Mutual Contrastive Learning for Visual Representation Learning
Chuanguang Yang
Zhulin An
Linhang Cai
Yongjun Xu
VLM
SSL
99
75
0
26 Apr 2021
A Strong Baseline for Vehicle Re-Identification
A Strong Baseline for Vehicle Re-Identification
Su Huynh
Nam-Hoang Nguyen
Ngoc-Thanh Nguyen
Vinh Nguyen
C. Huynh
Chuong H. Nguyen
41
33
0
22 Apr 2021
Mini-batch graphs for robust image classification
Mini-batch graphs for robust image classification
Arnab Kumar Mondal
V. Jain
K. Siddiqi
OOD
41
6
0
22 Apr 2021
Improving Faithfulness in Abstractive Summarization with Contrast
  Candidate Generation and Selection
Improving Faithfulness in Abstractive Summarization with Contrast Candidate Generation and Selection
Sihao Chen
Fan Zhang
Kazoo Sone
Dan Roth
HILM
47
104
0
19 Apr 2021
New Insights on Reducing Abrupt Representation Change in Online
  Continual Learning
New Insights on Reducing Abrupt Representation Change in Online Continual Learning
Lucas Caccia
Rahaf Aljundi
Nader Asadi
Tinne Tuytelaars
Joelle Pineau
Eugene Belilovsky
CLL
21
186
0
11 Apr 2021
Bootstrapping Semantic Segmentation with Regional Contrast
Bootstrapping Semantic Segmentation with Regional Contrast
Shikun Liu
Shuaifeng Zhi
Edward Johns
Andrew J. Davison
ISeg
20
122
0
09 Apr 2021
OVANet: One-vs-All Network for Universal Domain Adaptation
OVANet: One-vs-All Network for Universal Domain Adaptation
Kuniaki Saito
Kate Saenko
33
141
0
07 Apr 2021
Neural Feature Search for RGB-Infrared Person Re-Identification
Neural Feature Search for RGB-Infrared Person Re-Identification
Yehansen Chen
Lin Wan
Zhihang Li
Qianyan Jing
Zongyuan Sun
44
138
0
06 Apr 2021
LatentKeypointGAN: Controlling GANs via Latent Keypoints
LatentKeypointGAN: Controlling GANs via Latent Keypoints
Xingzhe He
Bastian Wandt
Helge Rhodin
GAN
30
6
0
29 Mar 2021
Unsupervised Robust Domain Adaptation without Source Data
Unsupervised Robust Domain Adaptation without Source Data
Peshal Agarwal
D. Paudel
Jan-Nico Zaech
Luc Van Gool
OOD
TTA
29
27
0
26 Mar 2021
Contrastive Learning based Hybrid Networks for Long-Tailed Image
  Classification
Contrastive Learning based Hybrid Networks for Long-Tailed Image Classification
Peng Wang
Kai Han
Xiu-Shen Wei
Lei Zhang
Lei Wang
SSL
35
233
0
26 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
29
112
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
41
195
0
24 Mar 2021
On Exposing the Challenging Long Tail in Future Prediction of Traffic
  Actors
On Exposing the Challenging Long Tail in Future Prediction of Traffic Actors
Osama Makansi
Özgün Çiçek
Yassine Marrakchi
Thomas Brox
31
46
0
23 Mar 2021
Supervised Contrastive Replay: Revisiting the Nearest Class Mean
  Classifier in Online Class-Incremental Continual Learning
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning
Zheda Mai
Ruiwen Li
Hyunwoo J. Kim
Scott Sanner
CLL
37
181
0
22 Mar 2021
SSD: A Unified Framework for Self-Supervised Outlier Detection
SSD: A Unified Framework for Self-Supervised Outlier Detection
Vikash Sehwag
M. Chiang
Prateek Mittal
OODD
31
330
0
22 Mar 2021
ALADIN: All Layer Adaptive Instance Normalization for Fine-grained Style
  Similarity
ALADIN: All Layer Adaptive Instance Normalization for Fine-grained Style Similarity
Dan Ruta
Saeid Motiian
Baldo Faieta
Zhe-nan Lin
Hailin Jin
Alex Filipkowski
Andrew Gilbert
John Collomosse
AI4CE
35
32
0
17 Mar 2021
Training GANs with Stronger Augmentations via Contrastive Discriminator
Training GANs with Stronger Augmentations via Contrastive Discriminator
Jongheon Jeong
Jinwoo Shin
30
65
0
17 Mar 2021
FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding
FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding
Bo Sun
Banghuai Li
Shengcai Cai
Ye Yuan
Chi Zhang
45
370
0
10 Mar 2021
Contrastive Semi-supervised Learning for ASR
Contrastive Semi-supervised Learning for ASR
Alex Xiao
Christian Fuegen
Abdel-rahman Mohamed
26
20
0
09 Mar 2021
Consistency Regularization for Adversarial Robustness
Consistency Regularization for Adversarial Robustness
Jihoon Tack
Sihyun Yu
Jongheon Jeong
Minseon Kim
Sung Ju Hwang
Jinwoo Shin
AAML
41
57
0
08 Mar 2021
CoDeGAN: Contrastive Disentanglement for Generative Adversarial Network
CoDeGAN: Contrastive Disentanglement for Generative Adversarial Network
Lili Pan
Peijun Tang
Zhiyong Chen
Zenglin Xu
GAN
DRL
18
6
0
05 Mar 2021
The NPU System for the 2020 Personalized Voice Trigger Challenge
The NPU System for the 2020 Personalized Voice Trigger Challenge
Jingyong Hou
Li Zhang
Yihui Fu
Qing Wang
Zhanheng Yang
Qijie Shao
Lei Xie
29
7
0
26 Feb 2021
Towards Robust Graph Contrastive Learning
Towards Robust Graph Contrastive Learning
Nikola Jovanović
Zhao Meng
Lukas Faber
Roger Wattenhofer
SSL
26
33
0
25 Feb 2021
A Primer on Contrastive Pretraining in Language Processing: Methods,
  Lessons Learned and Perspectives
A Primer on Contrastive Pretraining in Language Processing: Methods, Lessons Learned and Perspectives
Nils Rethmeier
Isabelle Augenstein
SSL
VLM
90
90
0
25 Feb 2021
Self-Tuning for Data-Efficient Deep Learning
Self-Tuning for Data-Efficient Deep Learning
Ximei Wang
Jing Gao
Mingsheng Long
Jianmin Wang
BDL
30
69
0
25 Feb 2021
Self-Supervised Learning of Graph Neural Networks: A Unified Review
Self-Supervised Learning of Graph Neural Networks: A Unified Review
Yaochen Xie
Zhao Xu
Jingtun Zhang
Zhengyang Wang
Shuiwang Ji
SSL
36
324
0
22 Feb 2021
Self-Taught Semi-Supervised Anomaly Detection on Upper Limb X-rays
Self-Taught Semi-Supervised Anomaly Detection on Upper Limb X-rays
A. Spahr
Behzad Bozorgtabar
Jean-Philippe Thiran
24
16
0
19 Feb 2021
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