Image Clustering on CIFAR-100

Metric: NMI (higher is better)

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#	Model↕	NMI▼	Extra Data	Paper	Date↕	Code
1	TURTLE (CLIP + DINOv2)	0.915	No	Let Go of Your Labels with Unsupervised Transfer	2024-06-11	Code
2	PRCut (DinoV2)	0.856	No	-	-	Code
3	PRO-DSC	0.824	Yes	Exploring a Principled Framework for Deep Subspa...	2025-03-21	Code
4	TEMI CLIP ViT-L (openai)	0.799	Yes	Exploring the Limits of Deep Image Clustering us...	2023-03-31	Code
5	ITAE	0.771	Yes	Improving Image Clustering with Artifacts Attenu...	2024-10-07	-
6	TEMI DINO ViT-B	0.769	Yes	Exploring the Limits of Deep Image Clustering us...	2023-03-31	Code
7	SPICE*	0.583	No	SPICE: Semantic Pseudo-labeling for Image Cluste...	2021-03-17	Code
8	SPICE-BPA	0.56	No	The Balanced-Pairwise-Affinities Feature Transform	2024-06-25	Code
9	DPAC	0.542	No	Deep Online Probability Aggregation Clustering	2024-07-07	Code
10	TCL	0.529	No	Twin Contrastive Learning for Online Clustering	2022-10-21	Code
11	IMC-SwAV (Best)	0.527	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
12	IMC-SwAV (Avg+-)	0.503	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
13	SCAN	0.486	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
14	ConCURL	0.468	No	Representation Learning for Clustering via Build...	2021-05-04	Code
15	SCAN (Avg)	0.468	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
16	CoHiClust	0.467	No	Contrastive Hierarchical Clustering	2023-03-03	Code
17	C3	0.434	No	C3: Cross-instance guided Contrastive Clustering	2022-11-14	Code
18	CC	0.431	No	Contrastive Clustering	2020-09-21	Code
19	IDFD	0.426	No	Clustering-friendly Representation Learning via ...	2021-05-31	Code
20	MMDC	0.418	No	Multi-Modal Deep Clustering: Unsupervised Partit...	2019-12-05	Code
21	DCCM	0.285	Yes	Deep Comprehensive Correlation Mining for Image ...	2019-04-15	Code
22	DAC	0.185	Yes	-	-	Code
23	DEC	0.136	Yes	Unsupervised Deep Embedding for Clustering Analy...	2015-11-19	Code
24	GAN	0.12	Yes	Unsupervised Representation Learning with Deep C...	2015-11-19	Code
25	VAE	0.108	Yes	Auto-Encoding Variational Bayes	2013-12-20	Code
26	JULE	0.103	Yes	Joint Unsupervised Learning of Deep Representati...	2016-04-13	Code