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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
Masked Image Modeling with Denoising Contrast
Masked Image Modeling with Denoising Contrast
Kun Yi
Yixiao Ge
Xiaotong Li
Shusheng Yang
Dian Li
Jianping Wu
Ying Shan
Xiaohu Qie
VLM
77
54
0
19 May 2022
Free Lunch for Surgical Video Understanding by Distilling
  Self-Supervisions
Free Lunch for Surgical Video Understanding by Distilling Self-Supervisions
Xinpeng Ding
Ziwei Liu
Xuelong Li
84
13
0
19 May 2022
Attention-aware contrastive learning for predicting T cell
  receptor-antigen binding specificity
Attention-aware contrastive learning for predicting T cell receptor-antigen binding specificity
Yiming Fang
Xuejun Liu
Hui Liu
33
12
0
17 May 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised
  Semantic Segmentation and Localization
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization
Luke Melas-Kyriazi
Christian Rupprecht
Iro Laina
Andrea Vedaldi
122
168
0
16 May 2022
On the Difficulty of Defending Self-Supervised Learning against Model
  Extraction
On the Difficulty of Defending Self-Supervised Learning against Model Extraction
Adam Dziedzic
Nikita Dhawan
Muhammad Ahmad Kaleem
Jonas Guan
Nicolas Papernot
MIACV
115
26
0
16 May 2022
Scalable Vehicle Re-Identification via Self-Supervision
Scalable Vehicle Re-Identification via Self-Supervision
Pirazh Khorramshahi
Vineet Shenoy
Rama Chellappa
45
0
0
16 May 2022
Real-centric Consistency Learning for Deepfake Detection
Real-centric Consistency Learning for Deepfake Detection
Ruiqi Zha
Z. Lian
Qianmu Li
Siqi Gu
46
1
0
15 May 2022
Breaking with Fixed Set Pathology Recognition through Report-Guided
  Contrastive Training
Breaking with Fixed Set Pathology Recognition through Report-Guided Contrastive Training
C. Seibold
Simon Reiß
M. Sarfraz
Rainer Stiefelhagen
Jens Kleesiek
53
33
0
14 May 2022
Voxel-wise Adversarial Semi-supervised Learning for Medical Image
  Segmentation
Voxel-wise Adversarial Semi-supervised Learning for Medical Image Segmentation
Chae-Eun Lee
H. Park
Y. Shin
Minyoung Chung
61
8
0
14 May 2022
The Mechanism of Prediction Head in Non-contrastive Self-supervised
  Learning
The Mechanism of Prediction Head in Non-contrastive Self-supervised Learning
Zixin Wen
Yuanzhi Li
SSL
116
35
0
12 May 2022
DoubleMatch: Improving Semi-Supervised Learning with Self-Supervision
DoubleMatch: Improving Semi-Supervised Learning with Self-Supervision
Erik Wallin
Lennart Svensson
Fredrik Kahl
Lars Hammarstrand
SSL
68
13
0
11 May 2022
Scene Consistency Representation Learning for Video Scene Segmentation
Scene Consistency Representation Learning for Video Scene Segmentation
Haoqian Wu
Keyu Chen
Yanan Luo
Ruizhi Qiao
Bo Ren
Haozhe Liu
Weicheng Xie
Linlin Shen
SSL
88
16
0
11 May 2022
Introspective Deep Metric Learning for Image Retrieval
Introspective Deep Metric Learning for Image Retrieval
Wenzhao Zheng
Cheng-Hao Wang
Jie Zhou
Jiwen Lu
VLM
68
0
0
09 May 2022
Model-Contrastive Learning for Backdoor Defense
Model-Contrastive Learning for Backdoor Defense
Zhihao Yue
Jun Xia
Zhiwei Ling
Ming Hu
Ting Wang
Xian Wei
Mingsong Chen
AAML
54
3
0
09 May 2022
A Survey on AI Sustainability: Emerging Trends on Learning Algorithms
  and Research Challenges
A Survey on AI Sustainability: Emerging Trends on Learning Algorithms and Research Challenges
Zhenghua Chen
Min-man Wu
Alvin Chan
Xiaoli Li
Yew-Soon Ong
54
7
0
08 May 2022
A Closer Look at Few-shot Image Generation
A Closer Look at Few-shot Image Generation
Yunqing Zhao
Henghui Ding
Houjing Huang
Ngai-Man Cheung
108
79
0
08 May 2022
The NT-Xent loss upper bound
The NT-Xent loss upper bound
Wilhelm Ågren
SSL
28
5
0
06 May 2022
Self-Supervised Learning for Invariant Representations from
  Multi-Spectral and SAR Images
Self-Supervised Learning for Invariant Representations from Multi-Spectral and SAR Images
P. Jain
Bianca Schoen-Phelan
R. Ross
70
34
0
04 May 2022
TransRank: Self-supervised Video Representation Learning via
  Ranking-based Transformation Recognition
TransRank: Self-supervised Video Representation Learning via Ranking-based Transformation Recognition
Haodong Duan
Nanxuan Zhao
Kai-xiang Chen
Dahua Lin
ViTAI4TS
72
19
0
04 May 2022
Crystal Twins: Self-supervised Learning for Crystalline Material
  Property Prediction
Crystal Twins: Self-supervised Learning for Crystalline Material Property Prediction
Rishikesh Magar
Yuyang Wang
Amir Barati Farimani
81
63
0
04 May 2022
Data Determines Distributional Robustness in Contrastive Language Image
  Pre-training (CLIP)
Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP)
Alex Fang
Gabriel Ilharco
Mitchell Wortsman
Yu Wan
Vaishaal Shankar
Achal Dave
Ludwig Schmidt
VLMOOD
108
149
0
03 May 2022
Dynamic Curriculum Learning for Great Ape Detection in the Wild
Dynamic Curriculum Learning for Great Ape Detection in the Wild
Xinyu Yang
T. Burghardt
Majid Mirmehdi
95
14
0
30 Apr 2022
Prompt Consistency for Zero-Shot Task Generalization
Prompt Consistency for Zero-Shot Task Generalization
Chunting Zhou
Junxian He
Xuezhe Ma
Taylor Berg-Kirkpatrick
Graham Neubig
VLM
108
79
0
29 Apr 2022
Self-supervised Contrastive Learning for Audio-Visual Action Recognition
Self-supervised Contrastive Learning for Audio-Visual Action Recognition
Yang Liu
Y. Tan
Haoyu Lan
SSL
79
7
0
28 Apr 2022
Reducing Predictive Feature Suppression in Resource-Constrained
  Contrastive Image-Caption Retrieval
Reducing Predictive Feature Suppression in Resource-Constrained Contrastive Image-Caption Retrieval
Maurits J. R. Bleeker
Andrew Yates
Maarten de Rijke
91
4
0
28 Apr 2022
ATST: Audio Representation Learning with Teacher-Student Transformer
ATST: Audio Representation Learning with Teacher-Student Transformer
Xian Li
Xiaofei Li
ViT
58
22
0
26 Apr 2022
Masked Image Modeling Advances 3D Medical Image Analysis
Masked Image Modeling Advances 3D Medical Image Analysis
Zekai Chen
Devansh Agarwal
Kshitij Aggarwal
Wiem Safta
Samit Hirawat
V. Sethuraman
Mariann Micsinai Balan
Kevin Brown
83
75
0
25 Apr 2022
Large Scale Time-Series Representation Learning via Simultaneous Low and
  High Frequency Feature Bootstrapping
Large Scale Time-Series Representation Learning via Simultaneous Low and High Frequency Feature Bootstrapping
Vandan Gorade
Azad Singh
Deepak Mishra
SSLAI4TS
78
7
0
24 Apr 2022
RelViT: Concept-guided Vision Transformer for Visual Relational
  Reasoning
RelViT: Concept-guided Vision Transformer for Visual Relational Reasoning
Xiaojian Ma
Weili Nie
Zhiding Yu
Huaizu Jiang
Chaowei Xiao
Yuke Zhu
Song-Chun Zhu
Anima Anandkumar
ViTLRM
138
19
0
24 Apr 2022
Discriminative Feature Learning Framework with Gradient Preference for
  Anomaly Detection
Discriminative Feature Learning Framework with Gradient Preference for Anomaly Detection
Muhao Xu
Xueying Zhou
Xizhan Gao
Wei-Xiong He
Sijie Niu
76
8
0
23 Apr 2022
SegDiscover: Visual Concept Discovery via Unsupervised Semantic
  Segmentation
SegDiscover: Visual Concept Discovery via Unsupervised Semantic Segmentation
Haiyang Huang
Zhi Chen
Cynthia Rudin
127
13
0
22 Apr 2022
A Closer Look at Personalization in Federated Image Classification
A Closer Look at Personalization in Federated Image Classification
Changxing Jing
Yan Huang
Yihong Zhuang
Liyan Sun
Yue Huang
Zhenlong Xiao
Xinghao Ding
67
1
0
22 Apr 2022
DiRA: Discriminative, Restorative, and Adversarial Learning for
  Self-supervised Medical Image Analysis
DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis
F. Haghighi
M. Taher
Michael B. Gotway
Jianming Liang
MedIm
107
72
0
21 Apr 2022
Contrastive Test-Time Adaptation
Contrastive Test-Time Adaptation
Dian Chen
Dequan Wang
Trevor Darrell
Sayna Ebrahimi
TTA
96
270
0
21 Apr 2022
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings
Yung-Sung Chuang
Rumen Dangovski
Hongyin Luo
Yang Zhang
Shiyu Chang
M. Soljavcić
Shang-Wen Li
Wen-tau Yih
Yoon Kim
James R. Glass
121
232
0
21 Apr 2022
BTranspose: Bottleneck Transformers for Human Pose Estimation with
  Self-Supervised Pre-Training
BTranspose: Bottleneck Transformers for Human Pose Estimation with Self-Supervised Pre-Training
K. Balakrishnan
Devesh Upadhyay
ViT
31
2
0
21 Apr 2022
Self-Supervised Learning to Guide Scientifically Relevant Categorization
  of Martian Terrain Images
Self-Supervised Learning to Guide Scientifically Relevant Categorization of Martian Terrain Images
Tejas Panambur
Deep Chakraborty
Melissa J Meyer
R. Milliken
Erik Learned-Miller
M. Parente
20
15
0
21 Apr 2022
SimMC: Simple Masked Contrastive Learning of Skeleton Representations
  for Unsupervised Person Re-Identification
SimMC: Simple Masked Contrastive Learning of Skeleton Representations for Unsupervised Person Re-Identification
Haocong Rao
Chunyan Miao
60
11
0
21 Apr 2022
fairDMS: Rapid Model Training by Data and Model Reuse
fairDMS: Rapid Model Training by Data and Model Reuse
Ahsan Ali
Hemant Sharma
R. Kettimuthu
Peter Kenesei
Dennis Trujillo
Antonino Miceli
Ian Foster
Ryan N. Coffee
Jana Thayer
Zhengchun Liu
MU
67
3
0
20 Apr 2022
Transformer Decoders with MultiModal Regularization for Cross-Modal Food
  Retrieval
Transformer Decoders with MultiModal Regularization for Cross-Modal Food Retrieval
Mustafa Shukor
Guillaume Couairon
Asya Grechka
Matthieu Cord
ViT
89
19
0
20 Apr 2022
Neuro-BERT: Rethinking Masked Autoencoding for Self-supervised
  Neurological Pretraining
Neuro-BERT: Rethinking Masked Autoencoding for Self-supervised Neurological Pretraining
Di Wu
Siyuan Li
Jie Yang
Mohamad Sawan
SSL
76
16
0
20 Apr 2022
On the Representation Collapse of Sparse Mixture of Experts
On the Representation Collapse of Sparse Mixture of Experts
Zewen Chi
Li Dong
Shaohan Huang
Damai Dai
Shuming Ma
...
Payal Bajaj
Xia Song
Xian-Ling Mao
Heyan Huang
Furu Wei
MoMeMoE
115
106
0
20 Apr 2022
Diverse Imagenet Models Transfer Better
Diverse Imagenet Models Transfer Better
Niv Nayman
A. Golbert
Asaf Noy
Tan Ping
Lihi Zelnik-Manor
73
0
0
19 Apr 2022
Revisiting Vicinal Risk Minimization for Partially Supervised
  Multi-Label Classification Under Data Scarcity
Revisiting Vicinal Risk Minimization for Partially Supervised Multi-Label Classification Under Data Scarcity
Nanqing Dong
Jiayi Wang
Irina Voiculescu
31
7
0
19 Apr 2022
Less than Few: Self-Shot Video Instance Segmentation
Less than Few: Self-Shot Video Instance Segmentation
Pengwan Yang
Yuki M. Asano
Pascal Mettes
Cees G. M. Snoek
SSL
84
2
0
19 Apr 2022
Empirical Evaluation and Theoretical Analysis for Representation
  Learning: A Survey
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey
Kento Nozawa
Issei Sato
AI4TS
139
5
0
18 Apr 2022
Language-Grounded Indoor 3D Semantic Segmentation in the Wild
Language-Grounded Indoor 3D Semantic Segmentation in the Wild
Dávid Rozenberszki
Or Litany
Angela Dai
3DVVLM
114
190
0
16 Apr 2022
CAiD: Context-Aware Instance Discrimination for Self-supervised Learning
  in Medical Imaging
CAiD: Context-Aware Instance Discrimination for Self-supervised Learning in Medical Imaging
M. Taher
F. Haghighi
Michael B. Gotway
Jianming Liang
OODSSL
61
31
0
15 Apr 2022
Masked Siamese Networks for Label-Efficient Learning
Masked Siamese Networks for Label-Efficient Learning
Mahmoud Assran
Mathilde Caron
Ishan Misra
Piotr Bojanowski
Florian Bordes
Pascal Vincent
Armand Joulin
Michael G. Rabbat
Nicolas Ballas
SSL
137
325
0
14 Apr 2022
CLMLF:A Contrastive Learning and Multi-Layer Fusion Method for
  Multimodal Sentiment Detection
CLMLF:A Contrastive Learning and Multi-Layer Fusion Method for Multimodal Sentiment Detection
Zhen Li
Bing Xu
Conghui Zhu
Tiejun Zhao
80
79
0
12 Apr 2022
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