Image Clustering on STL-10

Metric: NMI (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

#	Model↕	NMI▼	Extra Data	Paper	Date↕	Code
1	TURTLE (CLIP + DINOv2)	0.993	No	Let Go of Your Labels with Unsupervised Transfer	2024-06-11	Code
2	TEMI DINO ViT-B	0.965	Yes	Exploring the Limits of Deep Image Clustering us...	2023-03-31	Code
3	TAC	0.955	No	Image Clustering with External Guidance	2023-10-18	Code
4	ITAE	0.8818	Yes	Improving Image Clustering with Artifacts Attenu...	2024-10-07	-
5	SPICE-BPA	0.88	No	The Balanced-Pairwise-Affinities Feature Transform	2024-06-25	Code
6	DPAC	0.863	No	Deep Online Probability Aggregation Clustering	2024-07-07	Code
7	SPICE*	0.86	No	SPICE: Semantic Pseudo-labeling for Image Cluste...	2021-03-17	Code
8	TCL	0.799	No	Twin Contrastive Learning for Online Clustering	2022-10-21	Code
9	CC	0.764	Yes	Contrastive Clustering	2020-09-21	Code
10	IMC-SwAV (Best)	0.747	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
11	SeCu	0.733	No	Stable Cluster Discrimination for Deep Clustering	2023-11-24	Code
12	IMC-SwAV (Avg+-)	0.729	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
13	SCAN	0.698	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
14	SCAN (Avg)	0.68	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
15	IDFD	0.643	No	Clustering-friendly Representation Learning via ...	2021-05-31	Code
16	ConCURL	0.636	Yes	Representation Learning for Clustering via Build...	2021-05-04	Code
17	MiCE	0.635	Yes	MiCE: Mixture of Contrastive Experts for Unsuper...	2021-05-05	Code
18	MMDC	0.593	No	Multi-Modal Deep Clustering: Unsupervised Partit...	2019-12-05	Code
19	CoHiClust	0.584	No	Contrastive Hierarchical Clustering	2023-03-03	Code
20	MCR2	0.446	No	Learning Diverse and Discriminative Representati...	2020-06-15	Code
21	DCCM	0.376	Yes	Deep Comprehensive Correlation Mining for Image ...	2019-04-15	Code
22	DAC	0.366	Yes	-	-	Code
23	DEC	0.276	Yes	Unsupervised Deep Embedding for Clustering Analy...	2015-11-19	Code
24	GAN	0.21	Yes	Unsupervised Representation Learning with Deep C...	2015-11-19	Code
25	VAE	0.2	Yes	Auto-Encoding Variational Bayes	2013-12-20	Code
26	JULE	0.182	Yes	Joint Unsupervised Learning of Deep Representati...	2016-04-13	Code