Image Clustering on Tiny-ImageNet

Metric: NMI (higher is better)

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#	Model↕	NMI▼	Extra Data	Paper	Date↕	Code
1	ITAE	0.8178	Yes	Improving Image Clustering with Artifacts Attenu...	2024-10-07	-
2	PRO-DSC	0.805	Yes	Exploring a Principled Framework for Deep Subspa...	2025-03-21	Code
3	IMC-SwAV (Best)	0.526	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
4	IMC-SwAV (Avg+-)	0.485	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
5	SPICE	0.449	No	SPICE: Semantic Pseudo-labeling for Image Cluste...	2021-03-17	Code
6	CC	0.34	No	Contrastive Clustering	2020-09-21	Code
7	C3	0.335	No	C3: Cross-instance guided Contrastive Clustering	2022-11-14	Code
8	MMDC	0.274	No	Multi-Modal Deep Clustering: Unsupervised Partit...	2019-12-05	Code
9	DCCM	0.224	No	Deep Comprehensive Correlation Mining for Image ...	2019-04-15	Code
10	DAC	0.19	No	-	-	Code
11	GAN	0.135	No	Unsupervised Representation Learning with Deep C...	2015-11-19	Code
12	DEC	0.115	No	Unsupervised Deep Embedding for Clustering Analy...	2015-11-19	Code
13	VAE	0.113	No	Auto-Encoding Variational Bayes	2013-12-20	Code
14	JULE	0.102	No	Joint Unsupervised Learning of Deep Representati...	2016-04-13	Code

#1ITAESOTA
0.8178
NMI· Extra Data· 2024-10-07
Improving Image Clustering with Artifacts Attenuation via Inference-Time Attention Engineering
#2PRO-DSC
0.805
NMI· Extra Data· 2025-03-21
Exploring a Principled Framework for Deep Subspace Clustering Code
#3IMC-SwAV (Best)SOTA
0.526
NMI· 2021-03-12
Information Maximization Clustering via Multi-View Self-Labelling Code
#4IMC-SwAV (Avg+-)
0.485
NMI· 2021-03-12
Information Maximization Clustering via Multi-View Self-Labelling Code
#5SPICE
0.449
NMI· 2021-03-17
SPICE: Semantic Pseudo-labeling for Image Clustering Code
#6CCSOTA
0.34
NMI· 2020-09-21
Contrastive Clustering Code
#7C3
0.335
NMI· 2022-11-14
C3: Cross-instance guided Contrastive Clustering Code
#8MMDCSOTA
0.274
NMI· 2019-12-05
Multi-Modal Deep Clustering: Unsupervised Partitioning of Images Code
#9DCCMSOTA
0.224
NMI· 2019-04-15
Deep Comprehensive Correlation Mining for Image Clustering Code
#10DAC
0.19
NMI
No paperCode
#11GANSOTA
0.135
NMI· 2015-11-19
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Code
#12DEC
0.115
NMI· 2015-11-19
Unsupervised Deep Embedding for Clustering Analysis Code
#13VAESOTA
0.113
NMI· 2013-12-20
Auto-Encoding Variational Bayes Code
#14JULE
0.102
NMI· 2016-04-13
Joint Unsupervised Learning of Deep Representations and Image Clusters Code