Image Clustering on CIFAR-100

Metric: ARI (higher is better)

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#	Model↕	ARI▼	Extra Data	Paper	Date↕	Code
1	TURTLE (CLIP + DINOv2)	0.834	No	Let Go of Your Labels with Unsupervised Transfer	2024-06-11	Code
2	TEMI CLIP ViT-L (openai)	0.612	Yes	Exploring the Limits of Deep Image Clustering us...	2023-03-31	Code
3	TEMI DINO ViT-B	0.533	Yes	Exploring the Limits of Deep Image Clustering us...	2023-03-31	Code
4	ITAE	0.5053	Yes	Improving Image Clustering with Artifacts Attenu...	2024-10-07	-
5	SPICE*	0.422	No	SPICE: Semantic Pseudo-labeling for Image Cluste...	2021-03-17	Code
6	SPICE-BPA	0.402	No	The Balanced-Pairwise-Affinities Feature Transform	2024-06-25	Code
7	DPAC	0.393	No	Deep Online Probability Aggregation Clustering	2024-07-07	Code
8	HUME	0.377	No	-	-	-
9	IMC-SwAV (Best)	0.361	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
10	TCL	0.357	No	Twin Contrastive Learning for Online Clustering	2022-10-21	Code
11	IMC-SwAV (Avg+-)	0.337	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
12	SCAN	0.333	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
13	ConCURL	0.303	No	Representation Learning for Clustering via Build...	2021-05-04	Code
14	SCAN (Avg)	0.301	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
15	CoHiClust	0.299	No	Contrastive Hierarchical Clustering	2023-03-03	Code
16	C3	0.275	No	C3: Cross-instance guided Contrastive Clustering	2022-11-14	Code
17	CC	0.266	No	Contrastive Clustering	2020-09-21	Code
18	IDFD	0.264	No	Clustering-friendly Representation Learning via ...	2021-05-31	Code