Image Clustering on Imagenet-dog-15

Metric: ARI (higher is better)

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#	Model↕	ARI▼	Extra Data	Paper	Date↕	Code
1	MAE-CT (best)	0.879	Yes	Contrastive Tuning: A Little Help to Make Masked...	2023-04-20	Code
2	MAE-CT (mean)	0.821	Yes	Contrastive Tuning: A Little Help to Make Masked...	2023-04-20	Code
3	ProPos*	0.675	No	Learning Representation for Clustering via Proto...	2021-11-23	Code
4	ProPos	0.627	No	Learning Representation for Clustering via Proto...	2021-11-23	Code
5	DPAC	0.598	No	Deep Online Probability Aggregation Clustering	2024-07-07	Code
6	ConCURL	0.531	No	Representation Learning for Clustering via Build...	2021-05-04	Code
7	SPICE	0.526	No	SPICE: Semantic Pseudo-labeling for Image Cluste...	2021-03-17	Code
8	TCL	0.516	No	Twin Contrastive Learning for Online Clustering	2022-10-21	Code
9	IDFD	0.413	No	Clustering-friendly Representation Learning via ...	2021-05-31	Code
10	MiCE	0.286	No	MiCE: Mixture of Contrastive Experts for Unsuper...	2021-05-05	Code
11	C3	0.28	No	C3: Cross-instance guided Contrastive Clustering	2022-11-14	Code
12	CC	0.274	No	Contrastive Clustering	2020-09-21	Code
13	CoHiClust	0.232	No	Contrastive Hierarchical Clustering	2023-03-03	Code

#1MAE-CT (best)SOTA
0.879
ARI· Extra Data· 2023-04-20
Contrastive Tuning: A Little Help to Make Masked Autoencoders Forget Code
#2MAE-CT (mean)
0.821
ARI· Extra Data· 2023-04-20
Contrastive Tuning: A Little Help to Make Masked Autoencoders Forget Code
#3ProPos*SOTA
0.675
ARI· 2021-11-23
Learning Representation for Clustering via Prototype Scattering and Positive Sampling Code
#4ProPos
0.627
ARI· 2021-11-23
Learning Representation for Clustering via Prototype Scattering and Positive Sampling Code
#5DPAC
0.598
ARI· 2024-07-07
Deep Online Probability Aggregation Clustering Code
#6ConCURLSOTA
0.531
ARI· 2021-05-04
Representation Learning for Clustering via Building Consensus Code
#7SPICESOTA
0.526
ARI· 2021-03-17
SPICE: Semantic Pseudo-labeling for Image Clustering Code
#8TCL
0.516
ARI· 2022-10-21
Twin Contrastive Learning for Online Clustering Code
#9IDFD
0.413
ARI· 2021-05-31
Clustering-friendly Representation Learning via Instance Discrimination and Feature Decorrelation Code
#10MiCE
0.286
ARI· 2021-05-05
MiCE: Mixture of Contrastive Experts for Unsupervised Image Clustering Code
#11C3
0.28
ARI· 2022-11-14
C3: Cross-instance guided Contrastive Clustering Code
#12CCSOTA
0.274
ARI· 2020-09-21
Contrastive Clustering Code
#13CoHiClust
0.232
ARI· 2023-03-03
Contrastive Hierarchical Clustering Code