Image Clustering on CIFAR-10

Metric: NMI (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

Sort:

#	Model↕	NMI▼	Extra Data	Paper	Date↕	Code
1	TURTLE (CLIP + DINOv2)	0.985	No	Let Go of Your Labels with Unsupervised Transfer	2024-06-11	Code
2	PRCut (CLIP)	0.934	No	-	-	Code
3	PRO-DSC	0.928	Yes	Exploring a Principled Framework for Deep Subspa...	2025-03-21	Code
4	TEMI CLIP ViT-L (openai)	0.926	Yes	Exploring the Limits of Deep Image Clustering us...	2023-03-31	Code
5	TEMI DINO ViT-B	0.886	Yes	Exploring the Limits of Deep Image Clustering us...	2023-03-31	Code
6	DPAC	0.87	No	Deep Online Probability Aggregation Clustering	2024-07-07	Code
7	SPICE-BPA	0.87	No	The Balanced-Pairwise-Affinities Feature Transform	2024-06-25	Code
8	ITAE	0.8682	Yes	Improving Image Clustering with Artifacts Attenu...	2024-10-07	-
9	SeCu	0.861	No	Stable Cluster Discrimination for Deep Clustering	2023-11-24	Code
10	SPICE*	0.85	No	SPICE: Semantic Pseudo-labeling for Image Cluste...	2021-03-17	Code
11	DCN+BRB	0.837	No	Breaking the Reclustering Barrier in Centroid-ba...	2024-11-04	Code
12	TAC	0.833	No	Image Clustering with External Guidance	2023-10-18	Code
13	IDEC+BRB	0.833	No	Breaking the Reclustering Barrier in Centroid-ba...	2024-11-04	Code
14	DEC+BRB	0.826	No	Breaking the Reclustering Barrier in Centroid-ba...	2024-11-04	Code
15	TCL	0.819	No	Twin Contrastive Learning for Online Clustering	2022-10-21	Code
16	IMC-SwAV (Best)	0.818	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
17	IMC-SwAV (Avg+-)	0.811	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
18	SCAN	0.797	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
19	SCAN (Avg)	0.787	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
20	CoHiClust	0.779	No	Contrastive Hierarchical Clustering	2023-03-03	Code
21	CoKe	0.766	No	Unsupervised Visual Representation Learning by O...	2021-05-24	Code
22	ConCURL	0.762	No	Representation Learning for Clustering via Build...	2021-05-04	Code
23	C3	0.748	No	C3: Cross-instance guided Contrastive Clustering	2022-11-14	Code
24	Single-Noun Prior	0.731	Yes	Dataset Summarization by K Principal Concepts	2021-04-08	-
25	IDFD	0.711	Yes	Clustering-friendly Representation Learning via ...	2021-05-31	Code
26	CC	0.705	No	Contrastive Clustering	2020-09-21	Code
27	MMDC	0.703	No	Multi-Modal Deep Clustering: Unsupervised Partit...	2019-12-05	Code
28	DHOG	0.585	Yes	DHOG: Deep Hierarchical Object Grouping	2020-03-13	-
29	IIC	0.511	Yes	Invariant Information Clustering for Unsupervise...	2018-07-17	Code
30	DCCM	0.496	Yes	Deep Comprehensive Correlation Mining for Image ...	2019-04-15	Code
31	DAC	0.4	Yes	-	-	Code
32	GAN	0.265	Yes	Unsupervised Representation Learning with Deep C...	2015-11-19	Code
33	DEC	0.25	Yes	Unsupervised Deep Embedding for Clustering Analy...	2015-11-19	Code
34	VAE	0.245	Yes	Auto-Encoding Variational Bayes	2013-12-20	Code
35	JULE	0.192	Yes	Joint Unsupervised Learning of Deep Representati...	2016-04-13	Code

#1TURTLE (CLIP + DINOv2)SOTA
0.985
NMI· 2024-06-11
Let Go of Your Labels with Unsupervised Transfer Code
#2PRCut (CLIP)
0.934
NMI
No paperCode
#3PRO-DSC
0.928
NMI· Extra Data· 2025-03-21
Exploring a Principled Framework for Deep Subspace Clustering Code
#4TEMI CLIP ViT-L (openai)SOTA
0.926
NMI· Extra Data· 2023-03-31
Exploring the Limits of Deep Image Clustering using Pretrained Models Code
#5TEMI DINO ViT-B
0.886
NMI· Extra Data· 2023-03-31
Exploring the Limits of Deep Image Clustering using Pretrained Models Code
#6DPAC
0.87
NMI· 2024-07-07
Deep Online Probability Aggregation Clustering Code
#7SPICE-BPA
0.87
NMI· 2024-06-25
The Balanced-Pairwise-Affinities Feature Transform Code
#8ITAE
0.8682
NMI· Extra Data· 2024-10-07
Improving Image Clustering with Artifacts Attenuation via Inference-Time Attention Engineering
#9SeCu
0.861
NMI· 2023-11-24
Stable Cluster Discrimination for Deep Clustering Code
#10SPICE*SOTA
0.85
NMI· 2021-03-17
SPICE: Semantic Pseudo-labeling for Image Clustering Code
#11DCN+BRB
0.837
NMI· 2024-11-04
Breaking the Reclustering Barrier in Centroid-based Deep Clustering Code
#12TAC
0.833
NMI· 2023-10-18
Image Clustering with External Guidance Code
#13IDEC+BRB
0.833
NMI· 2024-11-04
Breaking the Reclustering Barrier in Centroid-based Deep Clustering Code
#14DEC+BRB
0.826
NMI· 2024-11-04
Breaking the Reclustering Barrier in Centroid-based Deep Clustering Code
#15TCL
0.819
NMI· 2022-10-21
Twin Contrastive Learning for Online Clustering Code
#16IMC-SwAV (Best)SOTA
0.818
NMI· 2021-03-12
Information Maximization Clustering via Multi-View Self-Labelling Code
#17IMC-SwAV (Avg+-)
0.811
NMI· 2021-03-12
Information Maximization Clustering via Multi-View Self-Labelling Code
#18SCANSOTA
0.797
NMI· 2020-05-25
SCAN: Learning to Classify Images without Labels Code
#19SCAN (Avg)
0.787
NMI· 2020-05-25
SCAN: Learning to Classify Images without Labels Code
#20CoHiClust
0.779
NMI· 2023-03-03
Contrastive Hierarchical Clustering Code
#21CoKe
0.766
NMI· 2021-05-24
Unsupervised Visual Representation Learning by Online Constrained K-Means Code
#22ConCURL
0.762
NMI· 2021-05-04
Representation Learning for Clustering via Building Consensus Code
#23C3
0.748
NMI· 2022-11-14
C3: Cross-instance guided Contrastive Clustering Code
#24Single-Noun Prior
0.731
NMI· Extra Data· 2021-04-08
Dataset Summarization by K Principal Concepts
#25IDFD
0.711
NMI· Extra Data· 2021-05-31
Clustering-friendly Representation Learning via Instance Discrimination and Feature Decorrelation Code
#26CC
0.705
NMI· 2020-09-21
Contrastive Clustering Code
#27MMDCSOTA
0.703
NMI· 2019-12-05
Multi-Modal Deep Clustering: Unsupervised Partitioning of Images Code
#28DHOG
0.585
NMI· Extra Data· 2020-03-13
DHOG: Deep Hierarchical Object Grouping
#29IICSOTA
0.511
NMI· Extra Data· 2018-07-17
Invariant Information Clustering for Unsupervised Image Classification and Segmentation Code
#30DCCM
0.496
NMI· Extra Data· 2019-04-15
Deep Comprehensive Correlation Mining for Image Clustering Code
#31DAC
0.4
NMI· Extra Data
No paperCode
#32GANSOTA
0.265
NMI· Extra Data· 2015-11-19
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Code
#33DEC
0.25
NMI· Extra Data· 2015-11-19
Unsupervised Deep Embedding for Clustering Analysis Code
#34VAESOTA
0.245
NMI· Extra Data· 2013-12-20
Auto-Encoding Variational Bayes Code
#35JULE
0.192
NMI· Extra Data· 2016-04-13
Joint Unsupervised Learning of Deep Representations and Image Clusters Code