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Deep Clustering: A Comprehensive Survey

Deep Clustering: A Comprehensive Survey

9 October 2022
Yazhou Ren
Jingyu Pu
Zhimeng Yang
Jie Xu
Guofeng Li
X. Pu
Philip S. Yu
Lifang He
    HAI
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Papers citing "Deep Clustering: A Comprehensive Survey"

42 / 42 papers shown
Title
A Tutorial on Discriminative Clustering and Mutual Information
A Tutorial on Discriminative Clustering and Mutual Information
Louis Ohl
Pierre-Alexandre Mattei
F. Precioso
32
0
0
07 May 2025
Riemannian Optimization on Relaxed Indicator Matrix Manifold
Riemannian Optimization on Relaxed Indicator Matrix Manifold
Jinghui Yuan
Fangyuan Xie
Feiping Nie
Xuelong Li
72
0
0
26 Mar 2025
Enhancing Martian Terrain Recognition with Deep Constrained Clustering
Enhancing Martian Terrain Recognition with Deep Constrained Clustering
Tejas Panambur
M. Parente
52
0
0
22 Mar 2025
Deep Incomplete Multi-view Clustering with Distribution Dual-Consistency Recovery Guidance
Jiaqi Jin
Siwei Wang
Zhibin Dong
Xihong Yang
Xinwang Liu
En Zhu
Kunlun He
38
0
0
14 Mar 2025
Consistent Amortized Clustering via Generative Flow Networks
Consistent Amortized Clustering via Generative Flow Networks
Irit Chelly
Roy Uziel
O. Freifeld
Ari Pakman
51
0
0
26 Feb 2025
Generative Kernel Spectral Clustering
Generative Kernel Spectral Clustering
David Winant
Sonny Achten
Johan A. K. Suykens
70
0
0
04 Feb 2025
A Comprehensive Survey on Spectral Clustering with Graph Structure Learning
A Comprehensive Survey on Spectral Clustering with Graph Structure Learning
Kamal Berahmand
Farid Saberi-Movahed
Razieh Sheikhpour
Yuefeng Li
Mahdi Jalili
44
1
0
23 Jan 2025
CONCLAD: COntinuous Novel CLAss Detector
CONCLAD: COntinuous Novel CLAss Detector
Amanda Rios
I. Ndiour
Parual Datta
Omesh Tickoo
Nilesh A. Ahuja
80
0
0
13 Dec 2024
Test Where Decisions Matter: Importance-driven Testing for Deep
  Reinforcement Learning
Test Where Decisions Matter: Importance-driven Testing for Deep Reinforcement Learning
Stefan Pranger
Hana Chockler
Martin Tappler
Bettina Könighofer
OffRL
41
0
0
12 Nov 2024
A Novel Deep Learning Tractography Fiber Clustering Framework for
  Functionally Consistent White Matter Parcellation Using Multimodal Diffusion
  MRI and Functional MRI
A Novel Deep Learning Tractography Fiber Clustering Framework for Functionally Consistent White Matter Parcellation Using Multimodal Diffusion MRI and Functional MRI
Jin Wang
Bocheng Guo
Yijie Li
Junyi Wang
Yuqian Chen
J. Rushmore
N. Makris
Yogesh Rathi
L. O’Donnell
Fan Zhang
26
1
0
04 Nov 2024
Breaking the Reclustering Barrier in Centroid-based Deep Clustering
Breaking the Reclustering Barrier in Centroid-based Deep Clustering
Lukas Miklautz
Timo Klein
Kevin Sidak
Collin Leiber
Thomas Lang
Andrii Shkabrii
Sebastian Tschiatschek
Claudia Plant
34
0
0
04 Nov 2024
Organizing Unstructured Image Collections using Natural Language
Organizing Unstructured Image Collections using Natural Language
Mingxuan Liu
Zhun Zhong
Jun Li
Gianni Franchi
Subhankar Roy
Elisa Ricci
VLM
39
3
0
07 Oct 2024
SiMilarity-Enhanced Homophily for Multi-View Heterophilous Graph
  Clustering
SiMilarity-Enhanced Homophily for Multi-View Heterophilous Graph Clustering
Jianpeng Chen
Yawen Ling
Yazhou Ren
Zichen Wen
Tianyi Wu
Shufei Zhang
Lifang He
29
0
0
04 Oct 2024
Self-Tuning Spectral Clustering for Speaker Diarization
Self-Tuning Spectral Clustering for Speaker Diarization
Nikhil Raghav
Avisek Gupta
Md Sahidullah
Swagatam Das
24
0
0
16 Sep 2024
Task-Augmented Cross-View Imputation Network for Partial Multi-View Incomplete Multi-Label Classification
Task-Augmented Cross-View Imputation Network for Partial Multi-View Incomplete Multi-Label Classification
Xiaohuan Lu
Lian Zhao
Wai Keung Wong
Jie Wen
Jiang Long
Wulin Xie
36
1
0
12 Sep 2024
Deep Clustering of Remote Sensing Scenes through Heterogeneous Transfer
  Learning
Deep Clustering of Remote Sensing Scenes through Heterogeneous Transfer Learning
Isaac Ray
Alexei Skurikhin
124
0
0
05 Sep 2024
Deep Clustering via Distribution Learning
Deep Clustering via Distribution Learning
Guanfang Dong
Zijie Tan
Chenqiu Zhao
Anup Basu
OOD
23
0
0
06 Aug 2024
A Survey on Deep Clustering: From the Prior Perspective
A Survey on Deep Clustering: From the Prior Perspective
Yiding Lu
Haobin Li
Yunfan Li
Yijie Lin
Xi Peng
40
5
0
28 Jun 2024
Federated Incomplete Multi-View Clustering with Heterogeneous Graph
  Neural Networks
Federated Incomplete Multi-View Clustering with Heterogeneous Graph Neural Networks
Xueming Yan
Ziqi Wang
Yaochu Jin
FedML
36
0
0
12 Jun 2024
Latent Embedding Clustering for Occlusion Robust Head Pose Estimation
Latent Embedding Clustering for Occlusion Robust Head Pose Estimation
J. Celestino
Manuel Marques
Jacinto C. Nascimento
CVBM
30
0
0
29 Mar 2024
From Discrete to Continuous: Deep Fair Clustering With Transferable
  Representations
From Discrete to Continuous: Deep Fair Clustering With Transferable Representations
Xiang Zhang
32
0
0
24 Mar 2024
Deep Clustering Using the Soft Silhouette Score: Towards Compact and
  Well-Separated Clusters
Deep Clustering Using the Soft Silhouette Score: Towards Compact and Well-Separated Clusters
Georgios Vardakas
Ioannis Papakostas
A. Likas
19
7
0
01 Feb 2024
Patch-Based Deep Unsupervised Image Segmentation using Graph Cuts
Patch-Based Deep Unsupervised Image Segmentation using Graph Cuts
Isaac Wasserman
Jeova Farias Sales Rocha Neto
GNN
36
0
0
01 Nov 2023
Efficient and Effective Deep Multi-view Subspace Clustering
Efficient and Effective Deep Multi-view Subspace Clustering
Yuxiu Lin
Hui Liu
Ren Wang
Qiang Guo
Caiming Zhang
23
0
0
15 Oct 2023
Transferable Deep Clustering Model
Transferable Deep Clustering Model
Zhengwu Zhang
Liang Zhao
19
0
0
07 Oct 2023
Quantum Vision Clustering
Quantum Vision Clustering
Xuan-Bac Nguyen
Hugh Churchill
Khoa Luu
Samee U. Khan
24
7
0
18 Sep 2023
End-to-end Differentiable Clustering with Associative Memories
End-to-end Differentiable Clustering with Associative Memories
Bishwajit Saha
Dmitry Krotov
Mohammed J. Zaki
Parikshit Ram
26
6
0
05 Jun 2023
Deep Multi-View Subspace Clustering with Anchor Graph
Deep Multi-View Subspace Clustering with Anchor Graph
Chenhang Cui
Yazhou Ren
Jingyu Pu
X. Pu
Lifang He
21
33
0
11 May 2023
DC3DCD: unsupervised learning for multiclass 3D point cloud change
  detection
DC3DCD: unsupervised learning for multiclass 3D point cloud change detection
Iris de Gélis
Sébastien Lefèvre
Thomas Corpetti
3DPC
24
5
0
09 May 2023
A Clustering Framework for Unsupervised and Semi-supervised New Intent
  Discovery
A Clustering Framework for Unsupervised and Semi-supervised New Intent Discovery
Hanlei Zhang
Huanlin Xu
Xin Eric Wang
Fei Long
Kai Gao
35
11
0
16 Apr 2023
Investigating and Mitigating the Side Effects of Noisy Views for
  Self-Supervised Clustering Algorithms in Practical Multi-View Scenarios
Investigating and Mitigating the Side Effects of Noisy Views for Self-Supervised Clustering Algorithms in Practical Multi-View Scenarios
Jie Xu
Yazhou Ren
Xiaolong Wang
Lei Feng
Zheng Zhang
Gang Niu
Xiao-lan Zhu
27
7
0
30 Mar 2023
Neural Capacitated Clustering
Neural Capacitated Clustering
Jonas K. Falkner
Lars Schmidt-Thieme
24
1
0
10 Feb 2023
Deep Clustering of Tabular Data by Weighted Gaussian Distribution
  Learning
Deep Clustering of Tabular Data by Weighted Gaussian Distribution Learning
S. B. Rabbani
Ivan V. Medri
Manar D. Samad
23
4
0
02 Jan 2023
Clustering with Neural Network and Index
Clustering with Neural Network and Index
Gang Liu
17
2
0
05 Dec 2022
C3: Cross-instance guided Contrastive Clustering
C3: Cross-instance guided Contrastive Clustering
M. Sadeghi
H. Hojjati
Narges Armanfard
21
13
0
14 Nov 2022
Variational Graph Generator for Multi-View Graph Clustering
Variational Graph Generator for Multi-View Graph Clustering
Jianpeng Chen
Yawen Ling
Jie Xu
Yazhou Ren
Shudong Huang
X. Pu
Zhifeng Hao
Philip S. Yu
Lifang He
25
5
0
13 Oct 2022
A Comprehensive Survey on Deep Clustering: Taxonomy, Challenges, and
  Future Directions
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
18
93
0
15 Jun 2022
Source Data-absent Unsupervised Domain Adaptation through Hypothesis
  Transfer and Labeling Transfer
Source Data-absent Unsupervised Domain Adaptation through Hypothesis Transfer and Labeling Transfer
Jian Liang
Dapeng Hu
Yunbo Wang
R. He
Jiashi Feng
148
250
0
14 Dec 2020
Deep Embedded Multi-view Clustering with Collaborative Training
Deep Embedded Multi-view Clustering with Collaborative Training
Jie Xu
Yazhou Ren
Guofeng Li
Lili Pan
Ce Zhu
Zenglin Xu
30
155
0
26 Jul 2020
Masked Face Recognition Dataset and Application
Masked Face Recognition Dataset and Application
Zhongyuan Wang
Guangcheng Wang
Baojin Huang
Zhangyang Xiong
Q. Hong
...
Yingjiao Pei
Heling Chen
Yu Miao
Zhibing Huang
Ji Liang
CVBM
111
415
0
20 Mar 2020
Domain Adaptive Ensemble Learning
Domain Adaptive Ensemble Learning
Kaiyang Zhou
Yongxin Yang
Yu Qiao
Tao Xiang
OOD
137
273
0
16 Mar 2020
Pixel Recurrent Neural Networks
Pixel Recurrent Neural Networks
Aaron van den Oord
Nal Kalchbrenner
Koray Kavukcuoglu
SSeg
GAN
233
2,547
0
25 Jan 2016
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