Image Clustering on ImageNet

Metric: NMI (higher is better)

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#	Model↕	NMI▼	Extra Data	Paper	Date↕	Code
1	TURTLE (CLIP + DINOv2)	88.2	No	Let Go of Your Labels with Unsupervised Transfer	2024-06-11	Code
2	MIM-Refiner (D2V2-ViT-H/14)	87.2	No	MIM-Refiner: A Contrastive Learning Boost from I...	2024-02-15	Code
3	MIM-Refiner (MAE-ViT-H/14)	85.3	No	MIM-Refiner: A Contrastive Learning Boost from I...	2024-02-15	Code
4	PRO-DSC	83.4	No	Exploring a Principled Framework for Deep Subspa...	2025-03-21	Code
5	TEMI MSN (ViT-L)	82.5	No	Exploring the Limits of Deep Image Clustering us...	2023-03-31	Code
6	MAE-CT (ViT-H/16 best)	81.8	No	Contrastive Tuning: A Little Help to Make Masked...	2023-04-20	Code
7	MAE-CT (ViT-H/16 mean)	81.7	No	Contrastive Tuning: A Little Help to Make Masked...	2023-04-20	Code
8	TEMI DINO (ViT-B)	81.4	No	Exploring the Limits of Deep Image Clustering us...	2023-03-31	Code
9	SeCu	79.4	No	Stable Cluster Discrimination for Deep Clustering	2023-11-24	Code
10	CoKe	76.2	No	Stable Cluster Discrimination for Deep Clustering	2023-11-24	Code
11	SCAN	72	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
12	SeLa	66.4	No	Self-labelling via simultaneous clustering and r...	2019-11-13	Code

#1TURTLE (CLIP + DINOv2)SOTA
88.2
NMI· 2024-06-11
Let Go of Your Labels with Unsupervised Transfer Code
#2MIM-Refiner (D2V2-ViT-H/14)SOTA
87.2
NMI· 2024-02-15
MIM-Refiner: A Contrastive Learning Boost from Intermediate Pre-Trained Representations Code
#3MIM-Refiner (MAE-ViT-H/14)
85.3
NMI· 2024-02-15
MIM-Refiner: A Contrastive Learning Boost from Intermediate Pre-Trained Representations Code
#4PRO-DSC
83.4
NMI· 2025-03-21
Exploring a Principled Framework for Deep Subspace Clustering Code
#5TEMI MSN (ViT-L)SOTA
82.5
NMI· 2023-03-31
Exploring the Limits of Deep Image Clustering using Pretrained Models Code
#6MAE-CT (ViT-H/16 best)
81.8
NMI· 2023-04-20
Contrastive Tuning: A Little Help to Make Masked Autoencoders Forget Code
#7MAE-CT (ViT-H/16 mean)
81.7
NMI· 2023-04-20
Contrastive Tuning: A Little Help to Make Masked Autoencoders Forget Code
#8TEMI DINO (ViT-B)
81.4
NMI· 2023-03-31
Exploring the Limits of Deep Image Clustering using Pretrained Models Code
#9SeCu
79.4
NMI· 2023-11-24
Stable Cluster Discrimination for Deep Clustering Code
#10CoKe
76.2
NMI· 2023-11-24
Stable Cluster Discrimination for Deep Clustering Code
#11SCANSOTA
72
NMI· 2020-05-25
SCAN: Learning to Classify Images without Labels Code
#12SeLaSOTA
66.4
NMI· 2019-11-13
Self-labelling via simultaneous clustering and representation learning Code