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Exploring Simple Siamese Representation Learning

Exploring Simple Siamese Representation Learning

20 November 2020
Xinlei Chen
Kaiming He
    SSL
ArXiv (abs)PDFHTML

Papers citing "Exploring Simple Siamese Representation Learning"

50 / 2,357 papers shown
Title
Extending Momentum Contrast with Cross Similarity Consistency
  Regularization
Extending Momentum Contrast with Cross Similarity Consistency Regularization
M. Seyfi
Amin Banitalebi-Dehkordi
Yong Zhang
SSL
68
12
0
07 Jun 2022
TriBYOL: Triplet BYOL for Self-Supervised Representation Learning
TriBYOL: Triplet BYOL for Self-Supervised Representation Learning
Guang Li
Ren Togo
Takahiro Ogawa
Miki Haseyama
SSL
124
18
0
07 Jun 2022
Self-Knowledge Distillation based Self-Supervised Learning for Covid-19
  Detection from Chest X-Ray Images
Self-Knowledge Distillation based Self-Supervised Learning for Covid-19 Detection from Chest X-Ray Images
Guang Li
Ren Togo
Takahiro Ogawa
Miki Haseyama
SSL
123
24
0
07 Jun 2022
Learning Image Representations for Content Based Image Retrieval of
  Radiotherapy Treatment Plans
Learning Image Representations for Content Based Image Retrieval of Radiotherapy Treatment Plans
Charles Huang
V. Vasudevan
O. Pastor-Serrano
Md Tauhidul Islam
Y. Nomura
P. Dubrowski
Jen-Yeu Wang
J. Schulz
Yong Yang
Lei Xing
MedIm
80
5
0
06 Jun 2022
Consensus Learning for Cooperative Multi-Agent Reinforcement Learning
Consensus Learning for Cooperative Multi-Agent Reinforcement Learning
Zhiwei Xu
Bin Zhang
Dapeng Li
Zeren Zhang
Guangchong Zhou
Hao Chen
Guoliang Fan
86
15
0
06 Jun 2022
Beyond Just Vision: A Review on Self-Supervised Representation Learning
  on Multimodal and Temporal Data
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
75
37
0
06 Jun 2022
MSR: Making Self-supervised learning Robust to Aggressive Augmentations
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
Toward a Sensitivity-based Implicit Measure of Patients' Important Goal
  Pursuits
Toward a Sensitivity-based Implicit Measure of Patients' Important Goal Pursuits
S. Rezvan
J. Bargh
18
0
0
03 Jun 2022
On the duality between contrastive and non-contrastive self-supervised
  learning
On the duality between contrastive and non-contrastive self-supervised learning
Q. Garrido
Yubei Chen
Adrien Bardes
Laurent Najman
Yann LeCun
SSL
96
94
0
03 Jun 2022
Understanding the Role of Nonlinearity in Training Dynamics of
  Contrastive Learning
Understanding the Role of Nonlinearity in Training Dynamics of Contrastive Learning
Yuandong Tian
MLT
125
14
0
02 Jun 2022
Using Representation Expressiveness and Learnability to Evaluate
  Self-Supervised Learning Methods
Using Representation Expressiveness and Learnability to Evaluate Self-Supervised Learning Methods
Yuchen Lu
Zhen Liu
A. Baratin
Romain Laroche
Rameswar Panda
Alessandro Sordoni
SSL
80
0
0
02 Jun 2022
Siamese Image Modeling for Self-Supervised Vision Representation
  Learning
Siamese Image Modeling for Self-Supervised Vision Representation Learning
Chenxin Tao
Xizhou Zhu
Weijie Su
Gao Huang
Bin Li
Jie Zhou
Yu Qiao
Xiaogang Wang
Jifeng Dai
SSL
111
97
0
02 Jun 2022
Hard Negative Sampling Strategies for Contrastive Representation
  Learning
Hard Negative Sampling Strategies for Contrastive Representation Learning
Afrina Tabassum
Muntasir Wahed
Hoda Eldardiry
Ismini Lourentzou
SSL
109
25
0
02 Jun 2022
Augmentation Component Analysis: Modeling Similarity via the
  Augmentation Overlaps
Augmentation Component Analysis: Modeling Similarity via the Augmentation Overlaps
Lu Han
Han-Jia Ye
De-Chuan Zhan
87
4
0
01 Jun 2022
DeepCluE: Enhanced Image Clustering via Multi-layer Ensembles in Deep
  Neural Networks
DeepCluE: Enhanced Image Clustering via Multi-layer Ensembles in Deep Neural Networks
Dong Huang
Ding Chen
Xiang Chen
Changdong Wang
Jianhuang Lai
85
4
0
01 Jun 2022
Rethinking the Augmentation Module in Contrastive Learning: Learning
  Hierarchical Augmentation Invariance with Expanded Views
Rethinking the Augmentation Module in Contrastive Learning: Learning Hierarchical Augmentation Invariance with Expanded Views
Junbo Zhang
Kaisheng Ma
96
47
0
01 Jun 2022
Efficient Self-supervised Vision Pretraining with Local Masked Reconstruction
Efficient Self-supervised Vision Pretraining with Local Masked Reconstruction
Jun Chen
Ming Hu
Boyang Albert Li
Mohamed Elhoseiny
150
37
0
01 Jun 2022
Glo-In-One: Holistic Glomerular Detection, Segmentation, and Lesion
  Characterization with Large-scale Web Image Mining
Glo-In-One: Holistic Glomerular Detection, Segmentation, and Lesion Characterization with Large-scale Web Image Mining
Tianyuan Yao
Yuzhe Lu
Jun Long
Aadarsh Jha
Zheyu Zhu
Zuhayr Asad
Haichun Yang
Agnes B. Fogo
Yuankai Huo
86
10
0
31 May 2022
CropMix: Sampling a Rich Input Distribution via Multi-Scale Cropping
CropMix: Sampling a Rich Input Distribution via Multi-Scale Cropping
Junlin Han
L. Petersson
Hongdong Li
Ian Reid
90
9
0
31 May 2022
Contrasting quadratic assignments for set-based representation learning
Contrasting quadratic assignments for set-based representation learning
A. Moskalev
Ivan Sosnovik
Volker Fischer
A. Smeulders
SSL
97
9
0
31 May 2022
Analysis of Augmentations for Contrastive ECG Representation Learning
Analysis of Augmentations for Contrastive ECG Representation Learning
S. Soltanieh
Ali Etemad
J. Hashemi
SSL
57
19
0
30 May 2022
Self-Supervised Visual Representation Learning with Semantic Grouping
Self-Supervised Visual Representation Learning with Semantic Grouping
Xin Wen
Bingchen Zhao
Anlin Zheng
Xinming Zhang
Xiaojuan Qi
SSL
224
74
0
30 May 2022
GMML is All you Need
GMML is All you Need
Sara Atito
Muhammad Awais
J. Kittler
ViTVLM
87
18
0
30 May 2022
Your Contrastive Learning Is Secretly Doing Stochastic Neighbor
  Embedding
Your Contrastive Learning Is Secretly Doing Stochastic Neighbor Embedding
Tianyang Hu
Zhili Liu
Fengwei Zhou
Wei Cao
Weiran Huang
SSL
105
28
0
30 May 2022
Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud
  Pre-training
Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-training
Renrui Zhang
Ziyu Guo
Rongyao Fang
Bingyan Zhao
Dong Wang
Yu Qiao
Hongsheng Li
Peng Gao
3DPC
258
265
0
28 May 2022
Object-wise Masked Autoencoders for Fast Pre-training
Object-wise Masked Autoencoders for Fast Pre-training
Jiantao Wu
Shentong Mo
ViTOCL
75
15
0
28 May 2022
Contrastive Siamese Network for Semi-supervised Speech Recognition
Contrastive Siamese Network for Semi-supervised Speech Recognition
S. Khorram
Jaeyoung Kim
Anshuman Tripathi
Han Lu
Qian Zhang
Hasim Sak
SSL
74
12
0
27 May 2022
Architecture-Agnostic Masked Image Modeling -- From ViT back to CNN
Architecture-Agnostic Masked Image Modeling -- From ViT back to CNN
Siyuan Li
Di Wu
Fang Wu
Lei Shang
Stan.Z.Li
84
50
0
27 May 2022
Federated Semi-Supervised Learning with Prototypical Networks
Federated Semi-Supervised Learning with Prototypical Networks
Woojun Kim
Keondo Park
Kihyuk Sohn
Raphael Shu
Hyung-Sin Kim
FedML
85
12
0
27 May 2022
Semantic-aware Dense Representation Learning for Remote Sensing Image
  Change Detection
Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection
Hao Chen
Wenyuan Li
Songhang Chen
Zhenwei Shi
96
39
0
27 May 2022
Green Hierarchical Vision Transformer for Masked Image Modeling
Green Hierarchical Vision Transformer for Masked Image Modeling
Lang Huang
Shan You
Mingkai Zheng
Fei Wang
Chao Qian
T. Yamasaki
125
73
0
26 May 2022
HIRL: A General Framework for Hierarchical Image Representation Learning
HIRL: A General Framework for Hierarchical Image Representation Learning
Minghao Xu
Yuanfan Guo
Xuanyu Zhu
Jiawen Li
Zhenbang Sun
Jiangtao Tang
Yi Xu
Bingbing Ni
SSL
32
3
0
26 May 2022
Contrastive Learning with Boosted Memorization
Contrastive Learning with Boosted Memorization
Zhihan Zhou
Jiangchao Yao
Yanfeng Wang
Bo Han
Ya Zhang
SSL
109
31
0
25 May 2022
Does Your Model Classify Entities Reasonably? Diagnosing and Mitigating
  Spurious Correlations in Entity Typing
Does Your Model Classify Entities Reasonably? Diagnosing and Mitigating Spurious Correlations in Entity Typing
Nan Xu
Fei Wang
Bangzheng Li
Mingtao Dong
Muhao Chen
85
21
0
25 May 2022
Federated Self-supervised Learning for Heterogeneous Clients
Federated Self-supervised Learning for Heterogeneous Clients
Disha Makhija
Nhat Ho
Joydeep Ghosh
FedML
125
26
0
25 May 2022
Augmentation-induced Consistency Regularization for Classification
Augmentation-induced Consistency Regularization for Classification
Jianguo Wu
Shijing Si
Jianzong Wang
Jing Xiao
69
2
0
25 May 2022
Region-aware Knowledge Distillation for Efficient Image-to-Image
  Translation
Region-aware Knowledge Distillation for Efficient Image-to-Image Translation
Linfeng Zhang
Xin Chen
Runpei Dong
Kaisheng Ma
VLM
85
12
0
25 May 2022
VLCDoC: Vision-Language Contrastive Pre-Training Model for Cross-Modal
  Document Classification
VLCDoC: Vision-Language Contrastive Pre-Training Model for Cross-Modal Document Classification
Souhail Bakkali
Zuheng Ming
Mickael Coustaty
Marccal Rusinol
O. R. Terrades
VLM
99
31
0
24 May 2022
Improving Human Image Synthesis with Residual Fast Fourier
  Transformation and Wasserstein Distance
Improving Human Image Synthesis with Residual Fast Fourier Transformation and Wasserstein Distance
Jianhan Wu
Shijing Si
Jianzong Wang
Jing Xiao
118
1
0
24 May 2022
Multi-Augmentation for Efficient Visual Representation Learning for
  Self-supervised Pre-training
Multi-Augmentation for Efficient Visual Representation Learning for Self-supervised Pre-training
Van-Nhiem Tran
Chi-En Huang
Shenxiu Liu
Kaicheng Yang
Timothy Ko
Yung-Hui Li
SSL
75
0
0
24 May 2022
SCVRL: Shuffled Contrastive Video Representation Learning
SCVRL: Shuffled Contrastive Video Representation Learning
Michael Dorkenwald
Fanyi Xiao
Biagio Brattoli
Joseph Tighe
Davide Modolo
SSL
82
17
0
24 May 2022
Contrastive and Non-Contrastive Self-Supervised Learning Recover Global
  and Local Spectral Embedding Methods
Contrastive and Non-Contrastive Self-Supervised Learning Recover Global and Local Spectral Embedding Methods
Randall Balestriero
Yann LeCun
SSL
112
135
0
23 May 2022
Orchestra: Unsupervised Federated Learning via Globally Consistent
  Clustering
Orchestra: Unsupervised Federated Learning via Globally Consistent Clustering
Ekdeep Singh Lubana
Chi Ian Tang
F. Kawsar
Robert P. Dick
Akhil Mathur
FedML
77
54
0
23 May 2022
Multi-Temporal Spatial-Spectral Comparison Network for Hyperspectral
  Anomalous Change Detection
Multi-Temporal Spatial-Spectral Comparison Network for Hyperspectral Anomalous Change Detection
Meiqi Hu
Chen Wu
Bo Du
56
3
0
23 May 2022
Self-mentoring: a new deep learning pipeline to train a self-supervised
  U-net for few-shot learning of bio-artificial capsule segmentation
Self-mentoring: a new deep learning pipeline to train a self-supervised U-net for few-shot learning of bio-artificial capsule segmentation
Arnaud Deleruyelle
Cristian Versari
J. Klein
93
2
0
22 May 2022
Improvements to Self-Supervised Representation Learning for Masked Image
  Modeling
Improvements to Self-Supervised Representation Learning for Masked Image Modeling
Jia-ju Mao
Xuesong Yin
Yuan Chang
Honggu Zhou
SSL
47
1
0
21 May 2022
Towards Understanding Grokking: An Effective Theory of Representation
  Learning
Towards Understanding Grokking: An Effective Theory of Representation Learning
Ziming Liu
O. Kitouni
Niklas Nolte
Eric J. Michaud
Max Tegmark
Mike Williams
AI4CE
101
154
0
20 May 2022
Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal
  Human Activity Recognition
Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity Recognition
Razvan Brinzea
Bulat Khaertdinov
S. Asteriadis
SSLHAI
99
13
0
20 May 2022
Label-invariant Augmentation for Semi-Supervised Graph Classification
Label-invariant Augmentation for Semi-Supervised Graph Classification
Han Yue
Chunhui Zhang
Chuxu Zhang
Hongfu Liu
84
31
0
19 May 2022
Robust and Efficient Medical Imaging with Self-Supervision
Robust and Efficient Medical Imaging with Self-Supervision
Shekoofeh Azizi
Laura J. Culp
Jan Freyberg
Basil Mustafa
Sebastien Baur
...
Geoffrey E. Hinton
N. Houlsby
Alan Karthikesalingam
Mohammad Norouzi
Vivek Natarajan
OOD
127
61
0
19 May 2022
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