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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 / 795 papers shown
Title
Out-of-Distribution Detection with Deep Nearest Neighbors
Out-of-Distribution Detection with Deep Nearest Neighbors
Yiyou Sun
Yifei Ming
Xiaojin Zhu
Yixuan Li
OODD
19
490
0
13 Apr 2022
Few-shot Learning with Noisy Labels
Few-shot Learning with Noisy Labels
Kevin J Liang
Samrudhdhi B. Rangrej
Vladan Petrovic
Tal Hassner
NoLa
24
47
0
12 Apr 2022
Augmentation-Free Graph Contrastive Learning with Performance Guarantee
Augmentation-Free Graph Contrastive Learning with Performance Guarantee
Haonan Wang
Jieyu Zhang
Qi Zhu
Wei Huang
30
31
0
11 Apr 2022
Towards Better Chinese-centric Neural Machine Translation for
  Low-resource Languages
Towards Better Chinese-centric Neural Machine Translation for Low-resource Languages
Bin Li
Yixuan Weng
Fei Xia
Hanjun Deng
24
14
0
09 Apr 2022
Unified Contrastive Learning in Image-Text-Label Space
Unified Contrastive Learning in Image-Text-Label Space
Jianwei Yang
Chunyuan Li
Pengchuan Zhang
Bin Xiao
Ce Liu
Lu Yuan
Jianfeng Gao
VLM
SSL
39
221
0
07 Apr 2022
Flexible Sampling for Long-tailed Skin Lesion Classification
Flexible Sampling for Long-tailed Skin Lesion Classification
Lie Ju
Yicheng Wu
Lin Wang
Zhenjun Yu
Xin Zhao
Xin Wang
Paul Bonnington
Z. Ge
24
9
0
07 Apr 2022
Audio-Visual Person-of-Interest DeepFake Detection
Audio-Visual Person-of-Interest DeepFake Detection
D. Cozzolino
Alessandro Pianese
Matthias Nießner
L. Verdoliva
36
60
0
06 Apr 2022
Con$^{2}$DA: Simplifying Semi-supervised Domain Adaptation by Learning
  Consistent and Contrastive Feature Representations
Con2^{2}2DA: Simplifying Semi-supervised Domain Adaptation by Learning Consistent and Contrastive Feature Representations
M. Pérez-Carrasco
P. Protopapas
Guillermo Cabrera-Vives
19
7
0
04 Apr 2022
WildNet: Learning Domain Generalized Semantic Segmentation from the Wild
WildNet: Learning Domain Generalized Semantic Segmentation from the Wild
Suhyeon Lee
Hongje Seong
Seongwon Lee
Euntai Kim
41
92
0
04 Apr 2022
CL-XABSA: Contrastive Learning for Cross-lingual Aspect-based Sentiment
  Analysis
CL-XABSA: Contrastive Learning for Cross-lingual Aspect-based Sentiment Analysis
Nankai Lin
Yingwen Fu
Xiaotian Lin
Aimin Yang
Shengyi Jiang
32
16
0
02 Apr 2022
Learnable latent embeddings for joint behavioral and neural analysis
Learnable latent embeddings for joint behavioral and neural analysis
Steffen Schneider
Jin Hwa Lee
Mackenzie W. Mathis
19
209
0
01 Apr 2022
Semantic Pose Verification for Outdoor Visual Localization with
  Self-supervised Contrastive Learning
Semantic Pose Verification for Outdoor Visual Localization with Self-supervised Contrastive Learning
Semih Orhan
Jose J. Guerrero
Y. Bastanlar
SSL
18
5
0
31 Mar 2022
Weakly-supervised Temporal Path Representation Learning with Contrastive
  Curriculum Learning -- Extended Version
Weakly-supervised Temporal Path Representation Learning with Contrastive Curriculum Learning -- Extended Version
Sean Bin Yang
Chenjuan Guo
Jilin Hu
B. Yang
Jiangtao Tang
Christian S. Jensen
33
20
0
30 Mar 2022
Supervised Graph Contrastive Learning for Few-shot Node Classification
Supervised Graph Contrastive Learning for Few-shot Node Classification
Zhen Tan
Kaize Ding
Ruocheng Guo
Huan Liu
OffRL
32
11
0
29 Mar 2022
Instance Relation Graph Guided Source-Free Domain Adaptive Object
  Detection
Instance Relation Graph Guided Source-Free Domain Adaptive Object Detection
VS Vibashan
Poojan Oza
Vishal M. Patel
27
66
0
29 Mar 2022
Learning to Prompt for Open-Vocabulary Object Detection with
  Vision-Language Model
Learning to Prompt for Open-Vocabulary Object Detection with Vision-Language Model
Yu Du
Fangyun Wei
Zihe Zhang
Miaojing Shi
Yue Gao
Guoqi Li
VPVLM
VLM
31
322
0
28 Mar 2022
Expanding Low-Density Latent Regions for Open-Set Object Detection
Expanding Low-Density Latent Regions for Open-Set Object Detection
Jiaming Han
Yuqiang Ren
Jian Ding
Xingjia Pan
Ke Yan
Guisong Xia
ObjD
40
59
0
28 Mar 2022
UNICON: Combating Label Noise Through Uniform Selection and Contrastive
  Learning
UNICON: Combating Label Noise Through Uniform Selection and Contrastive Learning
Nazmul Karim
Mamshad Nayeem Rizve
Nazanin Rahnavard
Ajmal Mian
M. Shah
NoLa
30
98
0
28 Mar 2022
Contrastive learning of Class-agnostic Activation Map for Weakly
  Supervised Object Localization and Semantic Segmentation
Contrastive learning of Class-agnostic Activation Map for Weakly Supervised Object Localization and Semantic Segmentation
Jinheng Xie
Jianfeng Xiang
Junliang Chen
Xianxu Hou
Xiaodong Zhao
Linlin Shen
VLM
WSOL
35
19
0
25 Mar 2022
A Unified Contrastive Energy-based Model for Understanding the
  Generative Ability of Adversarial Training
A Unified Contrastive Energy-based Model for Understanding the Generative Ability of Adversarial Training
Yifei Wang
Yisen Wang
Jiansheng Yang
Zhouchen Lin
AAML
29
13
0
25 Mar 2022
Multi-scale and Cross-scale Contrastive Learning for Semantic
  Segmentation
Multi-scale and Cross-scale Contrastive Learning for Semantic Segmentation
Theodoros Pissas
Claudio S. Ravasio
L. Cruz
Christos Bergeles
25
15
0
25 Mar 2022
Is Fairness Only Metric Deep? Evaluating and Addressing Subgroup Gaps in
  Deep Metric Learning
Is Fairness Only Metric Deep? Evaluating and Addressing Subgroup Gaps in Deep Metric Learning
Natalie Dullerud
Karsten Roth
Kimia Hamidieh
Nicolas Papernot
Marzyeh Ghassemi
30
15
0
23 Mar 2022
CP2: Copy-Paste Contrastive Pretraining for Semantic Segmentation
CP2: Copy-Paste Contrastive Pretraining for Semantic Segmentation
Feng Wang
Huiyu Wang
Chen Wei
Alan Yuille
Wei Shen
SSL
VLM
25
35
0
22 Mar 2022
Unsupervised Deraining: Where Contrastive Learning Meets Self-similarity
Unsupervised Deraining: Where Contrastive Learning Meets Self-similarity
Yuntong Ye
C. Yu
Yi Chang
Lin Zhu
Xile Zhao
Luxin Yan
Yonghong Tian
SSL
18
49
0
22 Mar 2022
Rebalanced Siamese Contrastive Mining for Long-Tailed Recognition
Rebalanced Siamese Contrastive Mining for Long-Tailed Recognition
Zhisheng Zhong
Jiequan Cui
Zeming Li
Eric Lo
Jian Sun
Jiaya Jia
SSL
15
4
0
22 Mar 2022
Contrastive Learning for Cross-Domain Open World Recognition
Contrastive Learning for Cross-Domain Open World Recognition
Francesco Cappio Borlino
S. Bucci
Tatiana Tommasi
SSL
32
3
0
17 Mar 2022
Robustness through Cognitive Dissociation Mitigation in Contrastive
  Adversarial Training
Robustness through Cognitive Dissociation Mitigation in Contrastive Adversarial Training
Adir Rahamim
I. Naeh
AAML
30
1
0
16 Mar 2022
The Principle of Diversity: Training Stronger Vision Transformers Calls
  for Reducing All Levels of Redundancy
The Principle of Diversity: Training Stronger Vision Transformers Calls for Reducing All Levels of Redundancy
Tianlong Chen
Zhenyu Zhang
Yu Cheng
Ahmed Hassan Awadallah
Zhangyang Wang
ViT
41
37
0
12 Mar 2022
Lifelong Adaptive Machine Learning for Sensor-based Human Activity
  Recognition Using Prototypical Networks
Lifelong Adaptive Machine Learning for Sensor-based Human Activity Recognition Using Prototypical Networks
Rebecca Adaimi
Edison Thomaz
CLL
29
13
0
11 Mar 2022
How to Exploit Hyperspherical Embeddings for Out-of-Distribution
  Detection?
How to Exploit Hyperspherical Embeddings for Out-of-Distribution Detection?
Yifei Ming
Yiyou Sun
Ousmane Amadou Dia
Yixuan Li
OODD
26
96
0
08 Mar 2022
Selective-Supervised Contrastive Learning with Noisy Labels
Selective-Supervised Contrastive Learning with Noisy Labels
Shikun Li
Xiaobo Xia
Shiming Ge
Tongliang Liu
NoLa
27
172
0
08 Mar 2022
Discriminability-Transferability Trade-Off: An Information-Theoretic
  Perspective
Discriminability-Transferability Trade-Off: An Information-Theoretic Perspective
Quan Cui
Bingchen Zhao
Zhao-Min Chen
Borui Zhao
Renjie Song
Jiajun Liang
Boyan Zhou
Osamu Yoshie
24
18
0
08 Mar 2022
Consistent Representation Learning for Continual Relation Extraction
Consistent Representation Learning for Continual Relation Extraction
Kang Zhao
Hua Xu
Jian Yang
Kai Gao
CLL
31
50
0
05 Mar 2022
Label-Free Explainability for Unsupervised Models
Label-Free Explainability for Unsupervised Models
Jonathan Crabbé
M. Schaar
FAtt
MILM
24
22
0
03 Mar 2022
Improving Health Mentioning Classification of Tweets using Contrastive
  Adversarial Training
Improving Health Mentioning Classification of Tweets using Contrastive Adversarial Training
Pervaiz Iqbal Khan
Shoaib Ahmed Siddiqui
Imran Razzak
Andreas Dengel
Sheraz Ahmed
21
3
0
03 Mar 2022
Measuring Self-Supervised Representation Quality for Downstream
  Classification using Discriminative Features
Measuring Self-Supervised Representation Quality for Downstream Classification using Discriminative Features
Neha Kalibhat
Kanika Narang
Hamed Firooz
Maziar Sanjabi
S. Feizi
SSL
40
7
0
03 Mar 2022
Learning Moving-Object Tracking with FMCW LiDAR
Learning Moving-Object Tracking with FMCW LiDAR
Yinjuan Gu
Hongzhi Cheng
Kafeng Wang
Dejing Dou
Chengzhong Xu
Hui Kong
29
6
0
02 Mar 2022
Deepfake Network Architecture Attribution
Deepfake Network Architecture Attribution
Tianyun Yang
Ziyao Huang
Juan Cao
Lei Li
Xirong Li
60
52
0
28 Feb 2022
Efficient Attribute Unlearning: Towards Selective Removal of Input
  Attributes from Feature Representations
Efficient Attribute Unlearning: Towards Selective Removal of Input Attributes from Feature Representations
Tao Guo
Song Guo
Jiewei Zhang
Wenchao Xu
Junxiao Wang
MU
27
17
0
27 Feb 2022
DGSS : Domain Generalized Semantic Segmentation using Iterative Style
  Mining and Latent Representation Alignment
DGSS : Domain Generalized Semantic Segmentation using Iterative Style Mining and Latent Representation Alignment
P. Shyam
Antyanta Bangunharcana
Kuk-Jin Yoon
Kyung-soo Kim
32
5
0
26 Feb 2022
Provable Stochastic Optimization for Global Contrastive Learning: Small
  Batch Does Not Harm Performance
Provable Stochastic Optimization for Global Contrastive Learning: Small Batch Does Not Harm Performance
Zhuoning Yuan
Yuexin Wu
Zi-qi Qiu
Xianzhi Du
Lijun Zhang
Denny Zhou
Tianbao Yang
34
26
0
24 Feb 2022
An Active and Contrastive Learning Framework for Fine-Grained Off-Road
  Semantic Segmentation
An Active and Contrastive Learning Framework for Fine-Grained Off-Road Semantic Segmentation
Biao Gao
Xijun Zhao
Huijing Zhao
39
12
0
18 Feb 2022
Fingerprinting Deep Neural Networks Globally via Universal Adversarial
  Perturbations
Fingerprinting Deep Neural Networks Globally via Universal Adversarial Perturbations
Zirui Peng
Shaofeng Li
Guoxing Chen
Cheng Zhang
Haojin Zhu
Minhui Xue
AAML
FedML
31
66
0
17 Feb 2022
Diagnosing Batch Normalization in Class Incremental Learning
Diagnosing Batch Normalization in Class Incremental Learning
Minghao Zhou
Quanziang Wang
Jun Shu
Qian Zhao
Deyu Meng
CLL
48
6
0
16 Feb 2022
Discriminability-enforcing loss to improve representation learning
Discriminability-enforcing loss to improve representation learning
Florinel-Alin Croitoru
Diana-Nicoleta Grigore
Radu Tudor Ionescu
FaML
27
1
0
14 Feb 2022
Neighborhood Contrastive Learning for Scientific Document
  Representations with Citation Embeddings
Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings
Malte Ostendorff
Nils Rethmeier
Isabelle Augenstein
Bela Gipp
Georg Rehm
21
73
0
14 Feb 2022
Learning Weakly-Supervised Contrastive Representations
Learning Weakly-Supervised Contrastive Representations
Yao-Hung Hubert Tsai
Tianqi Li
Weixin Liu
Pei-Kai Liao
Ruslan Salakhutdinov
Louis-Philippe Morency
SSL
22
9
0
14 Feb 2022
SuperCon: Supervised Contrastive Learning for Imbalanced Skin Lesion
  Classification
SuperCon: Supervised Contrastive Learning for Imbalanced Skin Lesion Classification
Keyu Chen
Di Zhuang
Jerome Chang
SSL
23
5
0
11 Feb 2022
Conditional Contrastive Learning with Kernel
Conditional Contrastive Learning with Kernel
Yao-Hung Hubert Tsai
Tianqi Li
Martin Q. Ma
Han Zhao
Kun Zhang
Louis-Philippe Morency
Ruslan Salakhutdinov
24
25
0
11 Feb 2022
Inter-subject Contrastive Learning for Subject Adaptive EEG-based Visual
  Recognition
Inter-subject Contrastive Learning for Subject Adaptive EEG-based Visual Recognition
Pilhyeon Lee
Sunhee Hwang
Jewook Lee
Minjung Shin
Seogkyu Jeon
H. Byun
14
11
0
07 Feb 2022
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