Image Clustering on ImageNet-10

Metric: NMI (higher is better)

LeaderboardDataset

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Results

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#	Model↕	NMI▼	Extra Data	Paper	Date↕	Code
1	TAC	0.985	No	Image Clustering with External Guidance	2023-10-18	Code
2	SPICE	0.927	No	SPICE: Semantic Pseudo-labeling for Image Cluste...	2021-03-17	Code
3	DPAC	0.925	No	Deep Online Probability Aggregation Clustering	2024-07-07	Code
4	ProPos*	0.908	No	Learning Representation for Clustering via Proto...	2021-11-23	Code
5	ConCURL	0.907	No	Representation Learning for Clustering via Build...	2021-05-04	Code
6	CoHiClust	0.907	No	Contrastive Hierarchical Clustering	2023-03-03	Code
7	C3	0.905	No	C3: Cross-instance guided Contrastive Clustering	2022-11-14	Code
8	IDFD	0.898	No	Clustering-friendly Representation Learning via ...	2021-05-31	Code
9	ProPos	0.896	No	Learning Representation for Clustering via Proto...	2021-11-23	Code
10	TCL	0.875	No	Twin Contrastive Learning for Online Clustering	2022-10-21	Code
11	CC	0.859	No	Contrastive Clustering	2020-09-21	Code
12	MMDC	0.719	No	Multi-Modal Deep Clustering: Unsupervised Partit...	2019-12-05	Code
13	DCCM	0.608	No	Deep Comprehensive Correlation Mining for Image ...	2019-04-15	Code
14	DAC	0.394	No	-	-	Code
15	DEC	0.282	No	Unsupervised Deep Embedding for Clustering Analy...	2015-11-19	Code
16	GAN	0.225	No	Unsupervised Representation Learning with Deep C...	2015-11-19	Code
17	VAE	0.193	No	Auto-Encoding Variational Bayes	2013-12-20	Code
18	JULE	0.175	No	Joint Unsupervised Learning of Deep Representati...	2016-04-13	Code

#1TACSOTA
0.985
NMI· 2023-10-18
Image Clustering with External Guidance Code
#2SPICESOTA
0.927
NMI· 2021-03-17
SPICE: Semantic Pseudo-labeling for Image Clustering Code
#3DPAC
0.925
NMI· 2024-07-07
Deep Online Probability Aggregation Clustering Code
#4ProPos*
0.908
NMI· 2021-11-23
Learning Representation for Clustering via Prototype Scattering and Positive Sampling Code
#5ConCURL
0.907
NMI· 2021-05-04
Representation Learning for Clustering via Building Consensus Code
#6CoHiClust
0.907
NMI· 2023-03-03
Contrastive Hierarchical Clustering Code
#7C3
0.905
NMI· 2022-11-14
C3: Cross-instance guided Contrastive Clustering Code
#8IDFD
0.898
NMI· 2021-05-31
Clustering-friendly Representation Learning via Instance Discrimination and Feature Decorrelation Code
#9ProPos
0.896
NMI· 2021-11-23
Learning Representation for Clustering via Prototype Scattering and Positive Sampling Code
#10TCL
0.875
NMI· 2022-10-21
Twin Contrastive Learning for Online Clustering Code
#11CCSOTA
0.859
NMI· 2020-09-21
Contrastive Clustering Code
#12MMDCSOTA
0.719
NMI· 2019-12-05
Multi-Modal Deep Clustering: Unsupervised Partitioning of Images Code
#13DCCMSOTA
0.608
NMI· 2019-04-15
Deep Comprehensive Correlation Mining for Image Clustering Code
#14DAC
0.394
NMI
No paperCode
#15DECSOTA
0.282
NMI· 2015-11-19
Unsupervised Deep Embedding for Clustering Analysis Code
#16GAN
0.225
NMI· 2015-11-19
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Code
#17VAESOTA
0.193
NMI· 2013-12-20
Auto-Encoding Variational Bayes Code
#18JULE
0.175
NMI· 2016-04-13
Joint Unsupervised Learning of Deep Representations and Image Clusters Code