Image Clustering on CIFAR-10

Metric: NMI (higher is better)

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#	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