Image Clustering on Tiny-ImageNet

Metric: ARI (higher is better)

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#	Model↕	ARI▼	Extra Data	Paper	Date↕	Code
1	ITAE	0.5227	Yes	Improving Image Clustering with Artifacts Attenu...	2024-10-07	-
2	SPICE	0.161	No	SPICE: Semantic Pseudo-labeling for Image Cluste...	2021-03-17	Code
3	IMC-SwAV (Best)	0.146	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
4	IMC-SwAV (Avg+-)	0.143	No	Information Maximization Clustering via Multi-Vi...	2021-03-12	Code
5	CC	0.071	No	Contrastive Clustering	2020-09-21	Code
6	C3	0.065	No	C3: Cross-instance guided Contrastive Clustering	2022-11-14	Code

#1ITAESOTA
0.5227
ARI· Extra Data· 2024-10-07
Improving Image Clustering with Artifacts Attenuation via Inference-Time Attention Engineering
#2SPICESOTA
0.161
ARI· 2021-03-17
SPICE: Semantic Pseudo-labeling for Image Clustering Code
#3IMC-SwAV (Best)SOTA
0.146
ARI· 2021-03-12
Information Maximization Clustering via Multi-View Self-Labelling Code
#4IMC-SwAV (Avg+-)
0.143
ARI· 2021-03-12
Information Maximization Clustering via Multi-View Self-Labelling Code
#5CCSOTA
0.071
ARI· 2020-09-21
Contrastive Clustering Code
#6C3
0.065
ARI· 2022-11-14
C3: Cross-instance guided Contrastive Clustering Code