Image Clustering on CIFAR-10

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	TURTLE (CLIP + DINOv2)	0.995	No	Let Go of Your Labels with Unsupervised Transfer	2024-06-11	Code
2	PRCut (CLIP)	0.975	No	-	-	Code
3	PRO-DSC	0.972	Yes	Exploring a Principled Framework for Deep Subspa...	2025-03-21	Code
4	TEMI CLIP ViT-L (openai)	0.969	Yes	Exploring the Limits of Deep Image Clustering us...	2023-03-31	Code
5	DPAC	0.934	No	Deep Online Probability Aggregation Clustering	2024-07-07	Code
6	SPICE-BPA	0.933	No	The Balanced-Pairwise-Affinities Feature Transform	2024-06-25	Code
7	SeCu	0.93	No	Stable Cluster Discrimination for Deep Clustering	2023-11-24	Code
8	TAC	0.919	No	Image Clustering with External Guidance	2023-10-18	Code
9	SPICE*	0.918	No	SPICE: Semantic Pseudo-labeling for Image Cluste...	2021-03-17	Code
10	DCN+BRB	0.912	No	Breaking the Reclustering Barrier in Centroid-ba...	2024-11-04	Code
11	IDEC+BRB	0.907	No	Breaking the Reclustering Barrier in Centroid-ba...	2024-11-04	Code
12	DEC+BRB	0.906	No	Breaking the Reclustering Barrier in Centroid-ba...	2024-11-04	Code
13	RUC	0.903	Yes	Improving Unsupervised Image Clustering With Rob...	2020-12-21	Code
14	IMC-SwAV (Best)	0.897	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
15	IMC-SwAV (Avg+-)	0.891	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
16	TCL	0.887	No	Twin Contrastive Learning for Online Clustering	2022-10-21	Code
17	HUME	0.884	No	-	-	-
18	SCAN	0.883	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
19	SCAN (Avg)	0.876	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
20	CoKe	0.857	No	Unsupervised Visual Representation Learning by O...	2021-05-24	Code
21	Single-Noun Prior	0.853	Yes	Dataset Summarization by K Principal Concepts	2021-04-08	-
22	ConCURL	0.846	No	Representation Learning for Clustering via Build...	2021-05-04	Code
23	ITAE	0.8449	Yes	Improving Image Clustering with Artifacts Attenu...	2024-10-07	-
24	CoHiClust	0.839	No	Contrastive Hierarchical Clustering	2023-03-03	Code
25	C3	0.838	No	C3: Cross-instance guided Contrastive Clustering	2022-11-14	Code
26	MMDC	0.82	No	Multi-Modal Deep Clustering: Unsupervised Partit...	2019-12-05	Code
27	IDFD	0.815	Yes	Clustering-friendly Representation Learning via ...	2021-05-31	Code
28	TSUC	0.81	Yes	-	-	Code
29	CC	0.79	No	Contrastive Clustering	2020-09-21	Code
30	DHOG	0.666	Yes	DHOG: Deep Hierarchical Object Grouping	2020-03-13	-
31	DCCM	0.623	Yes	Deep Comprehensive Correlation Mining for Image ...	2019-04-15	Code
32	IIC	0.617	Yes	Invariant Information Clustering for Unsupervise...	2018-07-17	Code
33	DAC	0.522	Yes	-	-	Code
34	DeepCluster	0.374	Yes	Deep Clustering for Unsupervised Learning of Vis...	2018-07-15	Code
35	ADC	0.325	Yes	-	-	-
36	GAN	0.315	Yes	Unsupervised Representation Learning with Deep C...	2015-11-19	Code
37	DEC	0.301	Yes	Unsupervised Deep Embedding for Clustering Analy...	2015-11-19	Code
38	VAE	0.291	Yes	Auto-Encoding Variational Bayes	2013-12-20	Code
39	JULE	0.272	Yes	Joint Unsupervised Learning of Deep Representati...	2016-04-13	Code