Image Clustering on STL-10

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	TURTLE (CLIP + DINOv2)	0.997	No	Let Go of Your Labels with Unsupervised Transfer	2024-06-11	Code
2	TEMI DINO ViT-B	0.985	Yes	Exploring the Limits of Deep Image Clustering us...	2023-03-31	Code
3	TAC	0.982	No	Image Clustering with External Guidance	2023-10-18	Code
4	SPICE-BPA	0.943	No	The Balanced-Pairwise-Affinities Feature Transform	2024-06-25	Code
5	DPAC	0.934	No	Deep Online Probability Aggregation Clustering	2024-07-07	Code
6	SPICE*	0.929	No	SPICE: Semantic Pseudo-labeling for Image Cluste...	2021-03-17	Code
7	HUME	0.908	No	-	-	-
8	TCL	0.868	No	Twin Contrastive Learning for Online Clustering	2022-10-21	Code
9	RUC	0.867	No	Improving Unsupervised Image Clustering With Rob...	2020-12-21	Code
10	IMC-SwAV (Best)	0.853	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
11	CC	0.85	Yes	Contrastive Clustering	2020-09-21	Code
12	SeCu	0.836	No	Stable Cluster Discrimination for Deep Clustering	2023-11-24	Code
13	IMC-SwAV (Avg+-)	0.831	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
14	ITAE	0.8276	Yes	Improving Image Clustering with Artifacts Attenu...	2024-10-07	-
15	SCAN	0.809	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
16	SCAN (Avg)	0.767	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
17	IDFD	0.756	No	Clustering-friendly Representation Learning via ...	2021-05-31	Code
18	MiCE	0.752	Yes	MiCE: Mixture of Contrastive Experts for Unsuper...	2021-05-05	Code
19	ConCURL	0.749	Yes	Representation Learning for Clustering via Build...	2021-05-04	Code
20	MMDC	0.694	No	Multi-Modal Deep Clustering: Unsupervised Partit...	2019-12-05	Code
21	TSUC	0.665	Yes	-	-	Code
22	CoHiClust	0.613	No	Contrastive Hierarchical Clustering	2023-03-03	Code
23	MCR2	0.491	No	Learning Diverse and Discriminative Representati...	2020-06-15	Code
24	DCCM	0.482	Yes	Deep Comprehensive Correlation Mining for Image ...	2019-04-15	Code
25	DAC	0.47	Yes	-	-	Code
26	DEC	0.359	Yes	Unsupervised Deep Embedding for Clustering Analy...	2015-11-19	Code
27	GAN	0.298	Yes	Unsupervised Representation Learning with Deep C...	2015-11-19	Code
28	VAE	0.282	Yes	Auto-Encoding Variational Bayes	2013-12-20	Code
29	JULE	0.277	Yes	Joint Unsupervised Learning of Deep Representati...	2016-04-13	Code

#1TURTLE (CLIP + DINOv2)SOTA
0.997
Accuracy· 2024-06-11
Let Go of Your Labels with Unsupervised Transfer Code
#2TEMI DINO ViT-BSOTA
0.985
Accuracy· Extra Data· 2023-03-31
Exploring the Limits of Deep Image Clustering using Pretrained Models Code
#3TAC
0.982
Accuracy· 2023-10-18
Image Clustering with External Guidance Code
#4SPICE-BPA
0.943
Accuracy· 2024-06-25
The Balanced-Pairwise-Affinities Feature Transform Code
#5DPAC
0.934
Accuracy· 2024-07-07
Deep Online Probability Aggregation Clustering Code
#6SPICE*SOTA
0.929
Accuracy· 2021-03-17
SPICE: Semantic Pseudo-labeling for Image Clustering Code
#7HUME
0.908
Accuracy
No paper
#8TCL
0.868
Accuracy· 2022-10-21
Twin Contrastive Learning for Online Clustering Code
#9RUCSOTA
0.867
Accuracy· 2020-12-21
Improving Unsupervised Image Clustering With Robust Learning Code
#10IMC-SwAV (Best)
0.853
Accuracy· 2021-03-12
Information Maximization Clustering via Multi-View Self-Labelling Code
#11CCSOTA
0.85
Accuracy· Extra Data· 2020-09-21
Contrastive Clustering Code
#12SeCu
0.836
Accuracy· 2023-11-24
Stable Cluster Discrimination for Deep Clustering Code
#13IMC-SwAV (Avg+-)
0.831
Accuracy· 2021-03-12
Information Maximization Clustering via Multi-View Self-Labelling Code
#14ITAE
0.8276
Accuracy· Extra Data· 2024-10-07
Improving Image Clustering with Artifacts Attenuation via Inference-Time Attention Engineering
#15SCANSOTA
0.809
Accuracy· 2020-05-25
SCAN: Learning to Classify Images without Labels Code
#16SCAN (Avg)
0.767
Accuracy· 2020-05-25
SCAN: Learning to Classify Images without Labels Code
#17IDFD
0.756
Accuracy· 2021-05-31
Clustering-friendly Representation Learning via Instance Discrimination and Feature Decorrelation Code
#18MiCE
0.752
Accuracy· Extra Data· 2021-05-05
MiCE: Mixture of Contrastive Experts for Unsupervised Image Clustering Code
#19ConCURL
0.749
Accuracy· Extra Data· 2021-05-04
Representation Learning for Clustering via Building Consensus Code
#20MMDCSOTA
0.694
Accuracy· 2019-12-05
Multi-Modal Deep Clustering: Unsupervised Partitioning of Images Code
#21TSUC
0.665
Accuracy· Extra Data
No paperCode
#22CoHiClust
0.613
Accuracy· 2023-03-03
Contrastive Hierarchical Clustering Code
#23MCR2
0.491
Accuracy· 2020-06-15
Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction Code
#24DCCMSOTA
0.482
Accuracy· Extra Data· 2019-04-15
Deep Comprehensive Correlation Mining for Image Clustering Code
#25DAC
0.47
Accuracy· Extra Data
No paperCode
#26DECSOTA
0.359
Accuracy· Extra Data· 2015-11-19
Unsupervised Deep Embedding for Clustering Analysis Code
#27GAN
0.298
Accuracy· Extra Data· 2015-11-19
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Code
#28VAESOTA
0.282
Accuracy· Extra Data· 2013-12-20
Auto-Encoding Variational Bayes Code
#29JULE
0.277
Accuracy· Extra Data· 2016-04-13
Joint Unsupervised Learning of Deep Representations and Image Clusters Code