Image Clustering on CIFAR-10

Metric: ARI (higher is better)

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#	Model↕	ARI▼	Extra Data	Paper	Date↕	Code
1	TURTLE (CLIP + DINOv2)	0.989	No	Let Go of Your Labels with Unsupervised Transfer	2024-06-11	Code
2	TEMI CLIP ViT-L (openai)	0.932	Yes	Exploring the Limits of Deep Image Clustering us...	2023-03-31	Code
3	TEMI DINO ViT-B	0.885	Yes	Exploring the Limits of Deep Image Clustering us...	2023-03-31	Code
4	DPAC	0.866	No	Deep Online Probability Aggregation Clustering	2024-07-07	Code
5	SPICE-BPA	0.866	No	The Balanced-Pairwise-Affinities Feature Transform	2024-06-25	Code
6	SeCu	0.857	No	Stable Cluster Discrimination for Deep Clustering	2023-11-24	Code
7	SPICE*	0.836	No	SPICE: Semantic Pseudo-labeling for Image Cluste...	2021-03-17	Code
8	TAC	0.831	No	Image Clustering with External Guidance	2023-10-18	Code
9	DCN+BRB	0.824	No	Breaking the Reclustering Barrier in Centroid-ba...	2024-11-04	Code
10	IDEC+BRB	0.818	No	Breaking the Reclustering Barrier in Centroid-ba...	2024-11-04	Code
11	DEC+BRB	0.812	No	Breaking the Reclustering Barrier in Centroid-ba...	2024-11-04	Code
12	IMC-SwAV (Best)	0.8	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
13	ITAE	0.7946	Yes	Improving Image Clustering with Artifacts Attenu...	2024-10-07	-
14	IMC-SwAV (Avg+-)	0.79	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
15	TCL	0.78	No	Twin Contrastive Learning for Online Clustering	2022-10-21	Code
16	HUME	0.776	No	-	-	-
17	SCAN	0.772	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
18	SCAN (Avg)	0.758	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
19	CoKe	0.732	No	Unsupervised Visual Representation Learning by O...	2021-05-24	Code
20	CoHiClust	0.731	No	Contrastive Hierarchical Clustering	2023-03-03	Code
21	ConCURL	0.715	No	Representation Learning for Clustering via Build...	2021-05-04	Code
22	C3	0.707	No	C3: Cross-instance guided Contrastive Clustering	2022-11-14	Code
23	Single-Noun Prior	0.702	Yes	Dataset Summarization by K Principal Concepts	2021-04-08	-
24	IDFD	0.663	Yes	Clustering-friendly Representation Learning via ...	2021-05-31	Code
25	CC	0.637	No	Contrastive Clustering	2020-09-21	Code
26	DHOG	0.492	Yes	DHOG: Deep Hierarchical Object Grouping	2020-03-13	-
27	IIC	0.411	Yes	Invariant Information Clustering for Unsupervise...	2018-07-17	Code
28	DCCM	0.408	Yes	Deep Comprehensive Correlation Mining for Image ...	2019-04-15	Code
29	DAC	0.301	Yes	-	-	Code
30	GAN	0.176	Yes	Unsupervised Representation Learning with Deep C...	2015-11-19	Code
31	VAE	0.168	Yes	Auto-Encoding Variational Bayes	2013-12-20	Code
32	DEC	0.161	Yes	Unsupervised Deep Embedding for Clustering Analy...	2015-11-19	Code
33	JULE	0.138	Yes	Joint Unsupervised Learning of Deep Representati...	2016-04-13	Code

#1TURTLE (CLIP + DINOv2)SOTA
0.989
ARI· 2024-06-11
Let Go of Your Labels with Unsupervised Transfer Code
#2TEMI CLIP ViT-L (openai)SOTA
0.932
ARI· Extra Data· 2023-03-31
Exploring the Limits of Deep Image Clustering using Pretrained Models Code
#3TEMI DINO ViT-B
0.885
ARI· Extra Data· 2023-03-31
Exploring the Limits of Deep Image Clustering using Pretrained Models Code
#4DPAC
0.866
ARI· 2024-07-07
Deep Online Probability Aggregation Clustering Code
#5SPICE-BPA
0.866
ARI· 2024-06-25
The Balanced-Pairwise-Affinities Feature Transform Code
#6SeCu
0.857
ARI· 2023-11-24
Stable Cluster Discrimination for Deep Clustering Code
#7SPICE*SOTA
0.836
ARI· 2021-03-17
SPICE: Semantic Pseudo-labeling for Image Clustering Code
#8TAC
0.831
ARI· 2023-10-18
Image Clustering with External Guidance Code
#9DCN+BRB
0.824
ARI· 2024-11-04
Breaking the Reclustering Barrier in Centroid-based Deep Clustering Code
#10IDEC+BRB
0.818
ARI· 2024-11-04
Breaking the Reclustering Barrier in Centroid-based Deep Clustering Code
#11DEC+BRB
0.812
ARI· 2024-11-04
Breaking the Reclustering Barrier in Centroid-based Deep Clustering Code
#12IMC-SwAV (Best)SOTA
0.8
ARI· 2021-03-12
Information Maximization Clustering via Multi-View Self-Labelling Code
#13ITAE
0.7946
ARI· Extra Data· 2024-10-07
Improving Image Clustering with Artifacts Attenuation via Inference-Time Attention Engineering
#14IMC-SwAV (Avg+-)
0.79
ARI· 2021-03-12
Information Maximization Clustering via Multi-View Self-Labelling Code
#15TCL
0.78
ARI· 2022-10-21
Twin Contrastive Learning for Online Clustering Code
#16HUME
0.776
ARI
No paper
#17SCANSOTA
0.772
ARI· 2020-05-25
SCAN: Learning to Classify Images without Labels Code
#18SCAN (Avg)
0.758
ARI· 2020-05-25
SCAN: Learning to Classify Images without Labels Code
#19CoKe
0.732
ARI· 2021-05-24
Unsupervised Visual Representation Learning by Online Constrained K-Means Code
#20CoHiClust
0.731
ARI· 2023-03-03
Contrastive Hierarchical Clustering Code
#21ConCURL
0.715
ARI· 2021-05-04
Representation Learning for Clustering via Building Consensus Code
#22C3
0.707
ARI· 2022-11-14
C3: Cross-instance guided Contrastive Clustering Code
#23Single-Noun Prior
0.702
ARI· Extra Data· 2021-04-08
Dataset Summarization by K Principal Concepts
#24IDFD
0.663
ARI· Extra Data· 2021-05-31
Clustering-friendly Representation Learning via Instance Discrimination and Feature Decorrelation Code
#25CC
0.637
ARI· 2020-09-21
Contrastive Clustering Code
#26DHOGSOTA
0.492
ARI· Extra Data· 2020-03-13
DHOG: Deep Hierarchical Object Grouping
#27IICSOTA
0.411
ARI· Extra Data· 2018-07-17
Invariant Information Clustering for Unsupervised Image Classification and Segmentation Code
#28DCCM
0.408
ARI· Extra Data· 2019-04-15
Deep Comprehensive Correlation Mining for Image Clustering Code
#29DAC
0.301
ARI· Extra Data
No paperCode
#30GANSOTA
0.176
ARI· Extra Data· 2015-11-19
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Code
#31VAESOTA
0.168
ARI· Extra Data· 2013-12-20
Auto-Encoding Variational Bayes Code
#32DEC
0.161
ARI· Extra Data· 2015-11-19
Unsupervised Deep Embedding for Clustering Analysis Code
#33JULE
0.138
ARI· Extra Data· 2016-04-13
Joint Unsupervised Learning of Deep Representations and Image Clusters Code