Image Clustering on STL-10

Metric: NMI (higher is better)

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#	Model↕	NMI▼	Extra Data	Paper	Date↕	Code
1	TURTLE (CLIP + DINOv2)	0.993	No	Let Go of Your Labels with Unsupervised Transfer	2024-06-11	Code
2	TEMI DINO ViT-B	0.965	Yes	Exploring the Limits of Deep Image Clustering us...	2023-03-31	Code
3	TAC	0.955	No	Image Clustering with External Guidance	2023-10-18	Code
4	ITAE	0.8818	Yes	Improving Image Clustering with Artifacts Attenu...	2024-10-07	-
5	SPICE-BPA	0.88	No	The Balanced-Pairwise-Affinities Feature Transform	2024-06-25	Code
6	DPAC	0.863	No	Deep Online Probability Aggregation Clustering	2024-07-07	Code
7	SPICE*	0.86	No	SPICE: Semantic Pseudo-labeling for Image Cluste...	2021-03-17	Code
8	TCL	0.799	No	Twin Contrastive Learning for Online Clustering	2022-10-21	Code
9	CC	0.764	Yes	Contrastive Clustering	2020-09-21	Code
10	IMC-SwAV (Best)	0.747	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
11	SeCu	0.733	No	Stable Cluster Discrimination for Deep Clustering	2023-11-24	Code
12	IMC-SwAV (Avg+-)	0.729	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
13	SCAN	0.698	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
14	SCAN (Avg)	0.68	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
15	IDFD	0.643	No	Clustering-friendly Representation Learning via ...	2021-05-31	Code
16	ConCURL	0.636	Yes	Representation Learning for Clustering via Build...	2021-05-04	Code
17	MiCE	0.635	Yes	MiCE: Mixture of Contrastive Experts for Unsuper...	2021-05-05	Code
18	MMDC	0.593	No	Multi-Modal Deep Clustering: Unsupervised Partit...	2019-12-05	Code
19	CoHiClust	0.584	No	Contrastive Hierarchical Clustering	2023-03-03	Code
20	MCR2	0.446	No	Learning Diverse and Discriminative Representati...	2020-06-15	Code
21	DCCM	0.376	Yes	Deep Comprehensive Correlation Mining for Image ...	2019-04-15	Code
22	DAC	0.366	Yes	-	-	Code
23	DEC	0.276	Yes	Unsupervised Deep Embedding for Clustering Analy...	2015-11-19	Code
24	GAN	0.21	Yes	Unsupervised Representation Learning with Deep C...	2015-11-19	Code
25	VAE	0.2	Yes	Auto-Encoding Variational Bayes	2013-12-20	Code
26	JULE	0.182	Yes	Joint Unsupervised Learning of Deep Representati...	2016-04-13	Code

#1TURTLE (CLIP + DINOv2)SOTA
0.993
NMI· 2024-06-11
Let Go of Your Labels with Unsupervised Transfer Code
#2TEMI DINO ViT-BSOTA
0.965
NMI· Extra Data· 2023-03-31
Exploring the Limits of Deep Image Clustering using Pretrained Models Code
#3TAC
0.955
NMI· 2023-10-18
Image Clustering with External Guidance Code
#4ITAE
0.8818
NMI· Extra Data· 2024-10-07
Improving Image Clustering with Artifacts Attenuation via Inference-Time Attention Engineering
#5SPICE-BPA
0.88
NMI· 2024-06-25
The Balanced-Pairwise-Affinities Feature Transform Code
#6DPAC
0.863
NMI· 2024-07-07
Deep Online Probability Aggregation Clustering Code
#7SPICE*SOTA
0.86
NMI· 2021-03-17
SPICE: Semantic Pseudo-labeling for Image Clustering Code
#8TCL
0.799
NMI· 2022-10-21
Twin Contrastive Learning for Online Clustering Code
#9CCSOTA
0.764
NMI· Extra Data· 2020-09-21
Contrastive Clustering Code
#10IMC-SwAV (Best)
0.747
NMI· 2021-03-12
Information Maximization Clustering via Multi-View Self-Labelling Code
#11SeCu
0.733
NMI· 2023-11-24
Stable Cluster Discrimination for Deep Clustering Code
#12IMC-SwAV (Avg+-)
0.729
NMI· 2021-03-12
Information Maximization Clustering via Multi-View Self-Labelling Code
#13SCANSOTA
0.698
NMI· 2020-05-25
SCAN: Learning to Classify Images without Labels Code
#14SCAN (Avg)
0.68
NMI· 2020-05-25
SCAN: Learning to Classify Images without Labels Code
#15IDFD
0.643
NMI· 2021-05-31
Clustering-friendly Representation Learning via Instance Discrimination and Feature Decorrelation Code
#16ConCURL
0.636
NMI· Extra Data· 2021-05-04
Representation Learning for Clustering via Building Consensus Code
#17MiCE
0.635
NMI· Extra Data· 2021-05-05
MiCE: Mixture of Contrastive Experts for Unsupervised Image Clustering Code
#18MMDCSOTA
0.593
NMI· 2019-12-05
Multi-Modal Deep Clustering: Unsupervised Partitioning of Images Code
#19CoHiClust
0.584
NMI· 2023-03-03
Contrastive Hierarchical Clustering Code
#20MCR2
0.446
NMI· 2020-06-15
Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction Code
#21DCCMSOTA
0.376
NMI· Extra Data· 2019-04-15
Deep Comprehensive Correlation Mining for Image Clustering Code
#22DAC
0.366
NMI· Extra Data
No paperCode
#23DECSOTA
0.276
NMI· Extra Data· 2015-11-19
Unsupervised Deep Embedding for Clustering Analysis Code
#24GAN
0.21
NMI· Extra Data· 2015-11-19
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Code
#25VAESOTA
0.2
NMI· Extra Data· 2013-12-20
Auto-Encoding Variational Bayes Code
#26JULE
0.182
NMI· Extra Data· 2016-04-13
Joint Unsupervised Learning of Deep Representations and Image Clusters Code