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Deep Clustering for Unsupervised Learning of Visual Features

Deep Clustering for Unsupervised Learning of Visual Features

15 July 2018
Mathilde Caron
Piotr Bojanowski
Armand Joulin
Matthijs Douze
    SSL
ArXivPDFHTML

Papers citing "Deep Clustering for Unsupervised Learning of Visual Features"

50 / 404 papers shown
Title
Self-Supervised Learning by Estimating Twin Class Distributions
Self-Supervised Learning by Estimating Twin Class Distributions
Feng Wang
Tao Kong
Rufeng Zhang
Huaping Liu
Hang Li
SSL
60
18
0
14 Oct 2021
Exploring Wav2vec 2.0 fine-tuning for improved speech emotion
  recognition
Exploring Wav2vec 2.0 fine-tuning for improved speech emotion recognition
Li-Wei Chen
Alexander I. Rudnicky
VLM
30
122
0
12 Oct 2021
Rethinking Supervised Pre-training for Better Downstream Transferring
Rethinking Supervised Pre-training for Better Downstream Transferring
Yutong Feng
Jianwen Jiang
Mingqian Tang
Rong Jin
Yue Gao
SSL
58
39
0
12 Oct 2021
Revitalizing CNN Attentions via Transformers in Self-Supervised Visual
  Representation Learning
Revitalizing CNN Attentions via Transformers in Self-Supervised Visual Representation Learning
Chongjian Ge
Youwei Liang
Yibing Song
Jianbo Jiao
Jue Wang
Ping Luo
ViT
24
36
0
11 Oct 2021
Weakly Supervised Contrastive Learning
Weakly Supervised Contrastive Learning
Mingkai Zheng
Fei Wang
Shan You
Chao Qian
Changshui Zhang
Xiaogang Wang
Chang Xu
SSL
45
121
0
10 Oct 2021
Git: Clustering Based on Graph of Intensity Topology
Git: Clustering Based on Graph of Intensity Topology
Zhangyang Gao
Haitao Lin
Cheng Tan
Lirong Wu
Stan. Z Li
26
7
0
04 Oct 2021
Domain-Specific Bias Filtering for Single Labeled Domain Generalization
Domain-Specific Bias Filtering for Single Labeled Domain Generalization
Junkun Yuan
Xu Ma
Defang Chen
Kun Kuang
Fei Wu
Lanfen Lin
53
23
0
02 Oct 2021
PASS: An ImageNet replacement for self-supervised pretraining without
  humans
PASS: An ImageNet replacement for self-supervised pretraining without humans
Yuki M. Asano
Christian Rupprecht
Andrew Zisserman
Andrea Vedaldi
VLM
SSL
26
57
0
27 Sep 2021
Deep Variational Clustering Framework for Self-labeling of Large-scale
  Medical Images
Deep Variational Clustering Framework for Self-labeling of Large-scale Medical Images
Farzin Soleymani
M. Eslami
T. Elze
B. Bischl
Mina Rezaei
22
5
0
22 Sep 2021
Unsupervised Abstract Reasoning for Raven's Problem Matrices
Unsupervised Abstract Reasoning for Raven's Problem Matrices
Tao Zhuo
Qian Huang
Mohan S. Kankanhalli
LRM
118
22
0
21 Sep 2021
Unsupervised Continual Learning in Streaming Environments
Unsupervised Continual Learning in Streaming Environments
Andri Ashfahani
Mahardhika Pratama
17
21
0
20 Sep 2021
CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation
CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation
Tongkun Xu
Weihua Chen
Pichao Wang
Fan Wang
Hao Li
Rong Jin
ViT
61
216
0
13 Sep 2021
Online Unsupervised Learning of Visual Representations and Categories
Online Unsupervised Learning of Visual Representations and Categories
Mengye Ren
Tyler R. Scott
Michael L. Iuzzolino
Michael C. Mozer
R. Zemel
OCL
SSL
40
4
0
13 Sep 2021
Consistent Relative Confidence and Label-Free Model Selection for
  Convolutional Neural Networks
Consistent Relative Confidence and Label-Free Model Selection for Convolutional Neural Networks
B. Liu
OOD
21
3
0
26 Aug 2021
Auxiliary Task Update Decomposition: The Good, The Bad and The Neutral
Auxiliary Task Update Decomposition: The Good, The Bad and The Neutral
Lucio Dery
Yann N. Dauphin
David Grangier
MoMe
26
29
0
25 Aug 2021
Graph Neural Networks: Methods, Applications, and Opportunities
Graph Neural Networks: Methods, Applications, and Opportunities
Lilapati Waikhom
Ripon Patgiri
GNN
42
42
0
24 Aug 2021
How Transferable Are Self-supervised Features in Medical Image
  Classification Tasks?
How Transferable Are Self-supervised Features in Medical Image Classification Tasks?
T. Truong
Sadegh Mohammadi
Matthias Lenga
47
45
0
23 Aug 2021
Unsupervised Local Discrimination for Medical Images
Unsupervised Local Discrimination for Medical Images
Huai Chen
Renzhen Wang
Xiuying Wang
Jieyu Li
Qu Fang
Hui Li
Jianhao Bai
Qing Peng
Deyu Meng
Lisheng Wang
SSL
20
7
0
21 Aug 2021
SemiFed: Semi-supervised Federated Learning with Consistency and
  Pseudo-Labeling
SemiFed: Semi-supervised Federated Learning with Consistency and Pseudo-Labeling
Haowen Lin
Jian Lou
Li Xiong
Cyrus Shahabi
FedML
29
56
0
21 Aug 2021
More for Less: Non-Intrusive Speech Quality Assessment with Limited
  Annotations
More for Less: Non-Intrusive Speech Quality Assessment with Limited Annotations
Alessandro Ragano
Emmanouil Benetos
Andrew Hines
43
15
0
19 Aug 2021
Self-Supervised Visual Representations Learning by Contrastive Mask
  Prediction
Self-Supervised Visual Representations Learning by Contrastive Mask Prediction
Yucheng Zhao
Guangting Wang
Chong Luo
Wenjun Zeng
Zhengjun Zha
ISeg
SSL
27
46
0
18 Aug 2021
MVCNet: Multiview Contrastive Network for Unsupervised Representation
  Learning for 3D CT Lesions
MVCNet: Multiview Contrastive Network for Unsupervised Representation Learning for 3D CT Lesions
Penghua Zhai
Huaiwei Cong
Gangming Zhao
Chaowei Fang
Jinpeng Li
Ting Cai
Huiguang He
27
10
0
17 Aug 2021
A Low Rank Promoting Prior for Unsupervised Contrastive Learning
A Low Rank Promoting Prior for Unsupervised Contrastive Learning
Yu Wang
Jingyang Lin
Qi Cai
Yingwei Pan
Ting Yao
Hongyang Chao
Tao Mei
SSL
40
16
0
05 Aug 2021
Enhancing Self-supervised Video Representation Learning via Multi-level
  Feature Optimization
Enhancing Self-supervised Video Representation Learning via Multi-level Feature Optimization
Rui Qian
Yuxi Li
Huabin Liu
John See
Shuangrui Ding
Xian Liu
Dian Li
Weiyao Lin
35
42
0
04 Aug 2021
Nearest Neighborhood-Based Deep Clustering for Source Data-absent
  Unsupervised Domain Adaptation
Nearest Neighborhood-Based Deep Clustering for Source Data-absent Unsupervised Domain Adaptation
Song Tang
Yan Yang
Zhiyuan Ma
Norman Hendrich
Fanyu Zeng
S. Ge
Changshui Zhang
Jianwei Zhang
OOD
33
13
0
27 Jul 2021
Rethinking Graph Auto-Encoder Models for Attributed Graph Clustering
Rethinking Graph Auto-Encoder Models for Attributed Graph Clustering
Nairouz Mrabah
Mohamed Bouguessa
M. Touati
Riadh Ksantini
40
63
0
19 Jul 2021
A data-centric approach for improving ambiguous labels with combined
  semi-supervised classification and clustering
A data-centric approach for improving ambiguous labels with combined semi-supervised classification and clustering
Lars Schmarje
M. Santarossa
Simon-Martin Schroder
Claudius Zelenka
R. Kiko
J. Stracke
N. Volkmann
Reinhard Koch
34
10
0
30 Jun 2021
Prototypical Graph Contrastive Learning
Prototypical Graph Contrastive Learning
Shuai Lin
Pan Zhou
Zi-Yuan Hu
Shuojia Wang
Ruihui Zhao
Yefeng Zheng
Liang Lin
Eric Xing
Xiaodan Liang
29
86
0
17 Jun 2021
BEiT: BERT Pre-Training of Image Transformers
BEiT: BERT Pre-Training of Image Transformers
Hangbo Bao
Li Dong
Songhao Piao
Furu Wei
ViT
68
2,751
0
15 Jun 2021
Revisiting Contrastive Methods for Unsupervised Learning of Visual
  Representations
Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations
Wouter Van Gansbeke
Simon Vandenhende
Stamatios Georgoulis
Luc Van Gool
SSL
25
65
0
10 Jun 2021
What Does Rotation Prediction Tell Us about Classifier Accuracy under
  Varying Testing Environments?
What Does Rotation Prediction Tell Us about Classifier Accuracy under Varying Testing Environments?
Weijian Deng
Stephen Gould
Liang Zheng
39
63
0
10 Jun 2021
Automated Self-Supervised Learning for Graphs
Automated Self-Supervised Learning for Graphs
Wei Jin
Xiaorui Liu
Xiangyu Zhao
Yao Ma
Neil Shah
Jiliang Tang
SSL
34
76
0
10 Jun 2021
Contrastive Representation Learning for Hand Shape Estimation
Contrastive Representation Learning for Hand Shape Estimation
Christiane Zimmermann
Max Argus
Thomas Brox
3DH
SSL
38
41
0
08 Jun 2021
Incremental False Negative Detection for Contrastive Learning
Incremental False Negative Detection for Contrastive Learning
Tsai-Shien Chen
Wei-Chih Hung
Hung-Yu Tseng
Shao-Yi Chien
Ming-Hsuan Yang
SSL
CLL
18
61
0
07 Jun 2021
Large-scale Unsupervised Semantic Segmentation
Large-scale Unsupervised Semantic Segmentation
Shangqi Gao
Zhong-Yu Li
Ming-Hsuan Yang
Mingg-Ming Cheng
Junwei Han
Philip Torr
UQCV
50
84
0
06 Jun 2021
Robust Mutual Learning for Semi-supervised Semantic Segmentation
Robust Mutual Learning for Semi-supervised Semantic Segmentation
Pan Zhang
Bo Zhang
Ting Zhang
Dong Chen
Fang Wen
33
17
0
01 Jun 2021
Unsupervised Action Segmentation by Joint Representation Learning and
  Online Clustering
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering
Sateesh Kumar
S. Haresh
Awais Ahmed
Andrey Konin
M. Zia
Quoc-Huy Tran
SSL
27
47
0
27 May 2021
Self-supervised Learning on Graphs: Contrastive, Generative,or
  Predictive
Self-supervised Learning on Graphs: Contrastive, Generative,or Predictive
Lirong Wu
Haitao Lin
Zhangyang Gao
Cheng Tan
Stan.Z.Li
SSL
35
243
0
16 May 2021
SUPERB: Speech processing Universal PERformance Benchmark
SUPERB: Speech processing Universal PERformance Benchmark
Shu-Wen Yang
Po-Han Chi
Yung-Sung Chuang
Cheng-I Jeff Lai
Kushal Lakhotia
...
Shuyan Dong
Shang-Wen Li
Shinji Watanabe
Abdel-rahman Mohamed
Hung-yi Lee
SSL
59
899
0
03 May 2021
On Feature Decorrelation in Self-Supervised Learning
On Feature Decorrelation in Self-Supervised Learning
Tianyu Hua
Wenxiao Wang
Zihui Xue
Sucheng Ren
Yue Wang
Hang Zhao
SSL
OOD
140
188
0
02 May 2021
A Large-Scale Study on Unsupervised Spatiotemporal Representation
  Learning
A Large-Scale Study on Unsupervised Spatiotemporal Representation Learning
Christoph Feichtenhofer
Haoqi Fan
Bo Xiong
Ross B. Girshick
Kaiming He
SSL
AI4TS
39
257
0
29 Apr 2021
SCNet: Enhancing Few-Shot Semantic Segmentation by Self-Contrastive
  Background Prototypes
SCNet: Enhancing Few-Shot Semantic Segmentation by Self-Contrastive Background Prototypes
Jiacheng Chen
Bin-Bin Gao
Zongqing Lu
Jing-Hao Xue
Chengjie Wang
Q. Liao
VLM
23
10
0
19 Apr 2021
DisCo: Remedy Self-supervised Learning on Lightweight Models with
  Distilled Contrastive Learning
DisCo: Remedy Self-supervised Learning on Lightweight Models with Distilled Contrastive Learning
Yuting Gao
Jia-Xin Zhuang
Xiaowei Guo
Hao Cheng
Xing Sun
Ke Li
Feiyue Huang
59
40
0
19 Apr 2021
Contrastive Learning with Stronger Augmentations
Contrastive Learning with Stronger Augmentations
Tianlin Li
Guo-Jun Qi
CLL
25
221
0
15 Apr 2021
Pseudo-supervised Deep Subspace Clustering
Pseudo-supervised Deep Subspace Clustering
Juncheng Lv
Zhao Kang
Xiao Lu
Zenglin Xu
40
111
0
08 Apr 2021
Deep adaptive fuzzy clustering for evolutionary unsupervised
  representation learning
Deep adaptive fuzzy clustering for evolutionary unsupervised representation learning
Dayu Tan
Zheng Huang
Xin Peng
W. Zhong
V. Mahalec
30
11
0
31 Mar 2021
Contrastive Learning of Single-Cell Phenotypic Representations for
  Treatment Classification
Contrastive Learning of Single-Cell Phenotypic Representations for Treatment Classification
A. Perakis
A. Gorji
Samriddhi Jain
K. Chaitanya
Simone Rizza
E. Konukoglu
SSL
26
33
0
30 Mar 2021
Broaden Your Views for Self-Supervised Video Learning
Broaden Your Views for Self-Supervised Video Learning
Adrià Recasens
Pauline Luc
Jean-Baptiste Alayrac
Luyu Wang
Ross Hemsley
...
Florent Altché
M. Valko
Jean-Bastien Grill
Aaron van den Oord
Andrew Zisserman
SSL
AI4TS
33
127
0
30 Mar 2021
Robust Audio-Visual Instance Discrimination
Robust Audio-Visual Instance Discrimination
Pedro Morgado
Ishan Misra
Nuno Vasconcelos
SSL
22
110
0
29 Mar 2021
ConDA: Continual Unsupervised Domain Adaptation
ConDA: Continual Unsupervised Domain Adaptation
A. M. N. Taufique
C. S. Jahan
Andreas E. Savakis
TTA
CLL
22
10
0
19 Mar 2021
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