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2010.05113
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Contrastive Representation Learning: A Framework and Review
10 October 2020
Phúc H. Lê Khắc
Graham Healy
Alan F. Smeaton
SSL
AI4TS
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Papers citing
"Contrastive Representation Learning: A Framework and Review"
50 / 283 papers shown
Title
PRISE: Demystifying Deep Lucas-Kanade with Strongly Star-Convex Constraints for Multimodel Image Alignment
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Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN Images
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A. Kak
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68
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SupSiam: Non-contrastive Auxiliary Loss for Learning from Molecular Conformers
Michael R. Maser
Ji Won Park
J. Lin
Jae Hyeon Lee
Nathan C. Frey
Andrew Watkins
66
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PDSum: Prototype-driven Continuous Summarization of Evolving Multi-document Sets Stream
Susik Yoon
Hou Pong Chan
Jiawei Han
87
7
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10 Feb 2023
Efficient Adversarial Contrastive Learning via Robustness-Aware Coreset Selection
Xilie Xu
Jingfeng Zhang
Feng Liu
Masashi Sugiyama
Mohan S. Kankanhalli
AAML
104
17
0
08 Feb 2023
Style Feature Extraction Using Contrastive Conditioned Variational Autoencoders with Mutual Information Constraints
S. Yasutomi
Toshihisa Tanaka
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42
0
0
03 Feb 2023
Learning Generalized Hybrid Proximity Representation for Image Recognition
Zhiyuan Li
Anca L. Ralescu
115
3
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31 Jan 2023
Contrastive Meta-Learning for Partially Observable Few-Shot Learning
Adam Jelley
Amos Storkey
Antreas Antoniou
Sam Devlin
83
6
0
30 Jan 2023
Unifying Synergies between Self-supervised Learning and Dynamic Computation
Tarun Krishna
Ayush K. Rai
Alexandru Drimbarean
Eric Arazo
Paul Albert
Alan F. Smeaton
Kevin McGuinness
Noel E. O'Connor
89
0
0
22 Jan 2023
Contrastive Learning for Self-Supervised Pre-Training of Point Cloud Segmentation Networks With Image Data
A. Janda
Brandon Wagstaff
Edwin G. Ng
J. Kelly
3DPC
74
3
0
18 Jan 2023
CDA: Contrastive-adversarial Domain Adaptation
Nishant Yadav
M. Alam
Ahmed K. Farahat
Dipanjan Ghosh
Chetan Gupta
A. Ganguly
35
2
0
10 Jan 2023
Cross-Model Comparative Loss for Enhancing Neuronal Utility in Language Understanding
Yunchang Zhu
Liang Pang
Kangxi Wu
Yanyan Lan
Huawei Shen
Xueqi Cheng
AAML
ELM
61
2
0
10 Jan 2023
InPars-Light: Cost-Effective Unsupervised Training of Efficient Rankers
Leonid Boytsov
Preksha Patel
Vivek Sourabh
Riddhi Nisar
Sayan Kundu
R. Ramanathan
Eric Nyberg
81
20
0
08 Jan 2023
Faithful and Consistent Graph Neural Network Explanations with Rationale Alignment
Tianxiang Zhao
Dongsheng Luo
Xiang Zhang
Suhang Wang
123
7
0
07 Jan 2023
Edema Estimation From Facial Images Taken Before and After Dialysis via Contrastive Multi-Patient Pre-Training
Yusuke Akamatsu
Yoshifumi Onishi
Hitoshi Imaoka
Junko Kameyama
Hideo Tsurushima
3DH
MedIm
66
3
0
15 Dec 2022
PaDPaF: Partial Disentanglement with Partially-Federated GANs
Abdulla Jasem Almansoori
Samuel Horváth
Martin Takáč
FedML
61
2
0
07 Dec 2022
Revisiting Distance Metric Learning for Few-Shot Natural Language Classification
Witold Sosnowski
Anna Wróblewska
Karolina Seweryn
P. Gawrysiak
58
0
0
28 Nov 2022
Clinical Contrastive Learning for Biomarker Detection
Kiran Kokilepersaud
Mohit Prabhushankar
Ghassan AlRegib
49
4
0
09 Nov 2022
CLOP: Video-and-Language Pre-Training with Knowledge Regularizations
Guohao Li
Hu Yang
Feng He
Zhifan Feng
Yajuan Lyu
Hua Wu
Haifeng Wang
VLM
50
2
0
07 Nov 2022
Unsupervised Deraining: Where Asymmetric Contrastive Learning Meets Self-similarity
Yi Chang
Yun Guo
Yuntong Ye
C. Yu
Lin Zhu
Xile Zhao
Luxin Yan
Yonghong Tian
SSL
83
17
0
02 Nov 2022
Reducing Training Sample Memorization in GANs by Training with Memorization Rejection
Andrew Bai
Cho-Jui Hsieh
Wendy Kan
Hsuan-Tien Lin
GAN
92
5
0
21 Oct 2022
HAVANA: Hard negAtiVe sAmples aware self-supervised coNtrastive leArning for Airborne laser scanning point clouds semantic segmentation
Yunsheng Zhang
Jianguo Yao
Ruixiang Zhang
Siyang Chen
Haif Li
68
0
0
19 Oct 2022
Universal hidden monotonic trend estimation with contrastive learning
Edouard Pineau
S. Razakarivony
Mauricio Gonzalez
A. Schrapffer
71
0
0
18 Oct 2022
Fine-grained Category Discovery under Coarse-grained supervision with Hierarchical Weighted Self-contrastive Learning
Wenbin An
Feng Tian
Ping Chen
Siliang Tang
Qinghua Zheng
Qianying Wang
89
17
0
14 Oct 2022
Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation Learning
Fuying Wang
Yuyin Zhou
Shujun Wang
V. Vardhanabhuti
Lequan Yu
119
149
0
12 Oct 2022
CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation
Tanay Dixit
Bhargavi Paranjape
Hannaneh Hajishirzi
Luke Zettlemoyer
SyDa
216
26
0
10 Oct 2022
SMiLE: Schema-augmented Multi-level Contrastive Learning for Knowledge Graph Link Prediction
Miao Peng
Ben Liu
Qianqian Xie
Wenjie Xu
Hua Wang
Min Peng
92
13
0
10 Oct 2022
Robustness of Unsupervised Representation Learning without Labels
Aleksandar Petrov
Marta Z. Kwiatkowska
OffRL
98
2
0
08 Oct 2022
Pre-trained Adversarial Perturbations
Y. Ban
Yinpeng Dong
AAML
102
24
0
07 Oct 2022
Contrastive learning for unsupervised medical image clustering and reconstruction
Matteo Ferrante
T. Boccato
Simeon E. Spasov
A. Duggento
N. Toschi
SSL
DRL
68
2
0
24 Sep 2022
OLIVES Dataset: Ophthalmic Labels for Investigating Visual Eye Semantics
Mohit Prabhushankar
Kiran Kokilepersaud
Yash-yee Logan
Stephanie Trejo Corona
Ghassan AlRegib
C. Wykoff
90
31
0
22 Sep 2022
Real-Time Cattle Interaction Recognition via Triple-stream Network
Yang Yang
Mizuka Komatsu
K. Oyama
T. Ohkawa
42
4
0
06 Sep 2022
Feature diversity in self-supervised learning
Pranshu Malviya
Arjun Vaithilingam Sudhakar
SSL
LRM
41
2
0
02 Sep 2022
Models and Benchmarks for Representation Learning of Partially Observed Subgraphs
Dongkwan Kim
Jiho Jin
Jaimeen Ahn
Alice Oh
130
3
0
01 Sep 2022
Supervised Contrastive Learning for Affect Modelling
Kosmas Pinitas
Konstantinos Makantasis
Antonios Liapis
Georgios N. Yannakakis
83
10
0
25 Aug 2022
Contrastive Audio-Language Learning for Music
Ilaria Manco
Emmanouil Benetos
Elio Quinton
Gyorgy Fazekas
97
46
0
25 Aug 2022
Representation learning for a generalized, quantitative comparison of complex model outputs
Colin G. Cess
Stacey D. Finley
63
2
0
12 Aug 2022
Pose Uncertainty Aware Movement Synchrony Estimation via Spatial-Temporal Graph Transformer
Jicheng Li
Anjana Bhat
R. Barmaki
ViT
82
5
0
01 Aug 2022
Boosting Zero-shot Learning via Contrastive Optimization of Attribute Representations
Yu Du
Miaojing Shi
Fangyun Wei
Guoqi Li
VLM
126
15
0
08 Jul 2022
Contrastive Learning of Features between Images and LiDAR
Peng-Tao Jiang
Srikanth Saripalli
3DPC
SSL
65
6
0
24 Jun 2022
Towards Galaxy Foundation Models with Hybrid Contrastive Learning
Mike Walmsley
I. V. Slijepcevic
Micah Bowles
A. Scaife
VLM
88
16
0
23 Jun 2022
Utilizing Expert Features for Contrastive Learning of Time-Series Representations
Manuel Nonnenmacher
Lukas Oldenburg
Ingo Steinwart
David Reeb
AI4TS
93
22
0
23 Jun 2022
Survival Kernets: Scalable and Interpretable Deep Kernel Survival Analysis with an Accuracy Guarantee
George H. Chen
471
3
0
21 Jun 2022
Evaluation of Contrastive Learning with Various Code Representations for Code Clone Detection
Maksim Zubkov
Egor Spirin
Egor Bogomolov
T. Bryksin
94
5
0
17 Jun 2022
Volumetric Supervised Contrastive Learning for Seismic Semantic Segmentation
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Mohit Prabhushankar
Ghassan AlRegib
SSL
38
16
0
16 Jun 2022
A Comprehensive Survey on Deep Clustering: Taxonomy, Challenges, and Future Directions
Sheng Zhou
Hongjia Xu
Zhuonan Zheng
Jiawei Chen
Zhao Li
Jiajun Bu
Jia Wu
Xin Eric Wang
Wenwu Zhu
Martin Ester
103
103
0
15 Jun 2022
Text-Aware End-to-end Mispronunciation Detection and Diagnosis
Linkai Peng
Yingming Gao
Binghuai Lin
Dengfeng Ke
Yanlu Xie
Jinsong Zhang
41
3
0
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Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data
Shohreh Deldari
Hao Xue
Aaqib Saeed
Jiayuan He
Daniel V. Smith
Flora D. Salim
AI4TS
77
37
0
06 Jun 2022
Contrastive Graph Multimodal Model for Text Classification in Videos
Yezi Liu
Chang-Tien Lu
Chen-Wen Lin
Di Yin
Bo Ren
23
1
0
06 Jun 2022
MSR: Making Self-supervised learning Robust to Aggressive Augmentations
Ying-Long Bai
Erkun Yang
Zhaoqing Wang
Yuxuan Du
Bo Han
Cheng Deng
Dadong Wang
Tongliang Liu
SSL
85
3
0
04 Jun 2022
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