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Improved Baselines with Momentum Contrastive Learning

Improved Baselines with Momentum Contrastive Learning

9 March 2020
Xinlei Chen
Haoqi Fan
Ross B. Girshick
Kaiming He
    SSL
ArXiv (abs)PDFHTML

Papers citing "Improved Baselines with Momentum Contrastive Learning"

50 / 2,109 papers shown
Title
Cross-View-Prediction: Exploring Contrastive Feature for Hyperspectral
  Image Classification
Cross-View-Prediction: Exploring Contrastive Feature for Hyperspectral Image Classification
Haotian Wu
Anyu Zhang
Zeyu Cao
SSL
32
0
0
14 Mar 2022
UniVIP: A Unified Framework for Self-Supervised Visual Pre-training
UniVIP: A Unified Framework for Self-Supervised Visual Pre-training
Zhaowen Li
Yousong Zhu
Fan Yang
Wei Li
Chaoyang Zhao
...
Jiahao Xie
Liwei Wu
Rui Zhao
Ming Tang
Jinqiao Wang
83
37
0
14 Mar 2022
SimMatch: Semi-supervised Learning with Similarity Matching
SimMatch: Semi-supervised Learning with Similarity Matching
Mingkai Zheng
Shan You
Lang Huang
Fei Wang
Chao Qian
Chang Xu
115
183
0
14 Mar 2022
RecursiveMix: Mixed Learning with History
RecursiveMix: Mixed Learning with History
Lingfeng Yang
Xiang Li
Borui Zhao
Renjie Song
Jian Yang
VLM
86
20
0
14 Mar 2022
Masked Autoencoders for Point Cloud Self-supervised Learning
Masked Autoencoders for Point Cloud Self-supervised Learning
Yatian Pang
Wenxiao Wang
Francis E. H. Tay
Wen Liu
Yonghong Tian
Liuliang Yuan
3DPCViT
127
484
0
13 Mar 2022
Neuromorphic Data Augmentation for Training Spiking Neural Networks
Neuromorphic Data Augmentation for Training Spiking Neural Networks
Yuhang Li
Youngeun Kim
Hyoungseob Park
Tamar Geller
Priyadarshini Panda
108
79
0
11 Mar 2022
Embedding Earth: Self-supervised contrastive pre-training for dense land
  cover classification
Embedding Earth: Self-supervised contrastive pre-training for dense land cover classification
Michail Tarasiou
Stefanos Zafeiriou
SSL
102
9
0
11 Mar 2022
Self Pre-training with Masked Autoencoders for Medical Image
  Classification and Segmentation
Self Pre-training with Masked Autoencoders for Medical Image Classification and Segmentation
Lei Zhou
Huidong Liu
Joseph Bae
Junjun He
Dimitris Samaras
Prateek Prasanna
MedImViT
74
70
0
10 Mar 2022
Contrastive Boundary Learning for Point Cloud Segmentation
Contrastive Boundary Learning for Point Cloud Segmentation
Liyao Tang
Yibing Zhan
Zhe Chen
Baosheng Yu
Dacheng Tao
3DPC
98
105
0
10 Mar 2022
MVP: Multimodality-guided Visual Pre-training
MVP: Multimodality-guided Visual Pre-training
Longhui Wei
Lingxi Xie
Wen-gang Zhou
Houqiang Li
Qi Tian
94
108
0
10 Mar 2022
Multiscale Convolutional Transformer with Center Mask Pretraining for
  Hyperspectral Image Classification
Multiscale Convolutional Transformer with Center Mask Pretraining for Hyperspectral Image Classification
Sen Jia
Yifan Wang
ViT
83
14
0
09 Mar 2022
Towards Inadequately Pre-trained Models in Transfer Learning
Towards Inadequately Pre-trained Models in Transfer Learning
Andong Deng
Xingjian Li
Di Hu
Tianyang Wang
Haoyi Xiong
Chengzhong Xu
32
6
0
09 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
177
104
0
08 Mar 2022
Self-Supervision, Remote Sensing and Abstraction: Representation
  Learning Across 3 Million Locations
Self-Supervision, Remote Sensing and Abstraction: Representation Learning Across 3 Million Locations
Sachith Seneviratne
K. Nice
J. Wijnands
Mark Stevenson
Jason Thompson
SSL
46
8
0
08 Mar 2022
Learning Bidirectional Translation between Descriptions and Actions with
  Small Paired Data
Learning Bidirectional Translation between Descriptions and Actions with Small Paired Data
M. Toyoda
Kanata Suzuki
Yoshihiko Hayashi
Tetsuya Ogata
55
4
0
08 Mar 2022
PASS: Part-Aware Self-Supervised Pre-Training for Person
  Re-Identification
PASS: Part-Aware Self-Supervised Pre-Training for Person Re-Identification
Kuan Zhu
Haiyun Guo
Tianyi Yan
Yousong Zhu
Jinqiao Wang
Ming Tang
97
10
0
08 Mar 2022
Geodesic Multi-Modal Mixup for Robust Fine-Tuning
Geodesic Multi-Modal Mixup for Robust Fine-Tuning
Changdae Oh
Junhyuk So
Hoyoon Byun
Yongtaek Lim
Minchul Shin
Jong-June Jeon
Kyungwoo Song
139
30
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
107
18
0
08 Mar 2022
Cluster-based Contrastive Disentangling for Generalized Zero-Shot
  Learning
Cluster-based Contrastive Disentangling for Generalized Zero-Shot Learning
Yi Gao
Chenwei Tang
Jiancheng Lv
103
0
0
05 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
Soheil Feizi
SSL
150
8
0
03 Mar 2022
A study on the distribution of social biases in self-supervised learning
  visual models
A study on the distribution of social biases in self-supervised learning visual models
Kirill Sirotkin
Pablo Carballeira
Marcos Escudero-Viñolo
104
19
0
03 Mar 2022
On Learning Contrastive Representations for Learning with Noisy Labels
On Learning Contrastive Representations for Learning with Noisy Labels
Linya Yi
Sheng Liu
Qi She
A. McLeod
Boyu Wang
NoLa
84
41
0
03 Mar 2022
Exploring Patch-wise Semantic Relation for Contrastive Learning in
  Image-to-Image Translation Tasks
Exploring Patch-wise Semantic Relation for Contrastive Learning in Image-to-Image Translation Tasks
Chanyong Jung
Gihyun Kwon
Jong Chul Ye
96
91
0
03 Mar 2022
BatchFormer: Learning to Explore Sample Relationships for Robust
  Representation Learning
BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning
Zhi Hou
B. Yu
Dacheng Tao
ViT
166
64
0
03 Mar 2022
Audio Self-supervised Learning: A Survey
Audio Self-supervised Learning: A Survey
Shuo Liu
Adria Mallol-Ragolta
Emilia Parada-Cabeleiro
Kun Qian
Xingshuo Jing
Alexander Kathan
Bin Hu
Bjoern W. Schuller
SSL
104
109
0
02 Mar 2022
Two-Level Supervised Contrastive Learning for Response Selection in
  Multi-Turn Dialogue
Two-Level Supervised Contrastive Learning for Response Selection in Multi-Turn Dialogue
Wentao Zhang
Shuangyin Xu
Haoran Huang
75
2
0
01 Mar 2022
Towards IID representation learning and its application on biomedical
  data
Towards IID representation learning and its application on biomedical data
Jiqing Wu
I. Zlobec
Maxime W. Lafarge
Yukun He
V. Koelzer
OODCML
43
4
0
01 Mar 2022
State-of-the-Art in the Architecture, Methods and Applications of
  StyleGAN
State-of-the-Art in the Architecture, Methods and Applications of StyleGAN
Amit H. Bermano
Rinon Gal
Yuval Alaluf
Ron Mokady
Yotam Nitzan
Omer Tov
Or Patashnik
Daniel Cohen-Or
85
85
0
28 Feb 2022
Fuse Local and Global Semantics in Representation Learning
Fuse Local and Global Semantics in Representation Learning
Yuchi Zhao
Yuhao Zhou
FedML
37
1
0
28 Feb 2022
Unsupervised Point Cloud Representation Learning with Deep Neural
  Networks: A Survey
Unsupervised Point Cloud Representation Learning with Deep Neural Networks: A Survey
Aoran Xiao
Jiaxing Huang
Dayan Guan
Xiaoqin Zhang
Shijian Lu
Ling Shao
3DPC
118
76
0
28 Feb 2022
An Unsupervised Cross-Modal Hashing Method Robust to Noisy Training
  Image-Text Correspondences in Remote Sensing
An Unsupervised Cross-Modal Hashing Method Robust to Noisy Training Image-Text Correspondences in Remote Sensing
Georgii Mikriukov
Mahdyar Ravanbakhsh
Begüm Demir
30
3
0
26 Feb 2022
Adversarial Contrastive Self-Supervised Learning
Adversarial Contrastive Self-Supervised Learning
Wentao Zhu
Hang Shang
Tingxun Lv
Chao Liao
Sen Yang
Ji Liu
SSL
47
1
0
26 Feb 2022
Bridging the Gap Between Patient-specific and Patient-independent
  Seizure Prediction via Knowledge Distillation
Bridging the Gap Between Patient-specific and Patient-independent Seizure Prediction via Knowledge Distillation
Di Wu
Jie Yang
Mohamad Sawan
FedML
74
21
0
25 Feb 2022
TeachAugment: Data Augmentation Optimization Using Teacher Knowledge
TeachAugment: Data Augmentation Optimization Using Teacher Knowledge
Teppei Suzuki
ViT
85
51
0
25 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
144
30
0
24 Feb 2022
FreeSOLO: Learning to Segment Objects without Annotations
FreeSOLO: Learning to Segment Objects without Annotations
Xinlong Wang
Zhiding Yu
Shalini De Mello
Jan Kautz
Anima Anandkumar
Chunhua Shen
J. Álvarez
ISegSSeg
114
115
0
24 Feb 2022
Leveraging Unimodal Self-Supervised Learning for Multimodal Audio-Visual
  Speech Recognition
Leveraging Unimodal Self-Supervised Learning for Multimodal Audio-Visual Speech Recognition
Xichen Pan
Peiyu Chen
Yichen Gong
Helong Zhou
Xinbing Wang
Zhouhan Lin
SSL
88
37
0
24 Feb 2022
Fully Self-Supervised Learning for Semantic Segmentation
Fully Self-Supervised Learning for Semantic Segmentation
Yuan Wang
Wei Zhuo
Yucong Li
Zhi Wang
Qi Ju
Wenwu Zhu
SSL
49
13
0
24 Feb 2022
Indiscriminate Poisoning Attacks on Unsupervised Contrastive Learning
Indiscriminate Poisoning Attacks on Unsupervised Contrastive Learning
Hao He
Kaiwen Zha
Dina Katabi
AAML
109
34
0
22 Feb 2022
Vision-Language Pre-Training with Triple Contrastive Learning
Vision-Language Pre-Training with Triple Contrastive Learning
Jinyu Yang
Jiali Duan
Son N. Tran
Yi Xu
Sampath Chanda
Liqun Chen
Belinda Zeng
Trishul Chilimbi
Junzhou Huang
VLM
140
300
0
21 Feb 2022
Fine-Tuning can Distort Pretrained Features and Underperform
  Out-of-Distribution
Fine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution
Ananya Kumar
Aditi Raghunathan
Robbie Jones
Tengyu Ma
Percy Liang
OODD
177
690
0
21 Feb 2022
Towards better understanding and better generalization of few-shot
  classification in histology images with contrastive learning
Towards better understanding and better generalization of few-shot classification in histology images with contrastive learning
Jiawei Yang
Hanbo Chen
Jiangpeng Yan
Xiaoyu Chen
Jianhua Yao
VLM
73
22
0
18 Feb 2022
When, Why, and Which Pretrained GANs Are Useful?
When, Why, and Which Pretrained GANs Are Useful?
T. Grigoryev
A. Voynov
Artem Babenko
83
21
0
17 Feb 2022
A study of deep perceptual metrics for image quality assessment
A study of deep perceptual metrics for image quality assessment
Rémi Kazmierczak
Gianni Franchi
Nacim Belkhir
Antoine Manzanera
David Filliat
35
3
0
17 Feb 2022
Augment with Care: Contrastive Learning for Combinatorial Problems
Augment with Care: Contrastive Learning for Combinatorial Problems
Haonan Duan
Pashootan Vaezipoor
Max B. Paulus
Yangjun Ruan
Chris J. Maddison
SSL
64
21
0
17 Feb 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated
  Images Without Supervision
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision
Priya Goyal
Quentin Duval
Isaac Seessel
Mathilde Caron
Ishan Misra
Levent Sagun
Armand Joulin
Piotr Bojanowski
VLMSSL
145
111
0
16 Feb 2022
Planckian Jitter: countering the color-crippling effects of color jitter
  on self-supervised training
Planckian Jitter: countering the color-crippling effects of color jitter on self-supervised training
Simone Zini
Alex Gomez-Villa
M. Buzzelli
Bartlomiej Twardowski
Andrew D. Bagdanov
Joost van de Weijer
39
14
0
16 Feb 2022
Debiased Self-Training for Semi-Supervised Learning
Debiased Self-Training for Semi-Supervised Learning
Baixu Chen
Junguang Jiang
Ximei Wang
Pengfei Wan
Jianmin Wang
Mingsheng Long
113
90
0
15 Feb 2022
Synthetic Data Can Also Teach: Synthesizing Effective Data for
  Unsupervised Visual Representation Learning
Synthetic Data Can Also Teach: Synthesizing Effective Data for Unsupervised Visual Representation Learning
Yawen Wu
Zhepeng Wang
Dewen Zeng
Yiyu Shi
Jingtong Hu
SSL
98
16
0
14 Feb 2022
Learning long-term music representations via hierarchical contextual
  constraints
Learning long-term music representations via hierarchical contextual constraints
Shiqing Wei
Gus Xia
54
9
0
13 Feb 2022
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