Image Classification on ImageNet

Metric: ARI (higher is better)

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#	Model↕	ARI▼	Extra Data	Paper	Date↕	Code
1	TURTLE (CLIP + DINOv2)	62.5	Yes	Let Go of Your Labels with Unsupervised Transfer	2024-06-11	Code
2	iBOT (ViT-S/16)	32.8	No	iBOT: Image BERT Pre-Training with Online Tokeni...	2021-11-15	Code
3	TWIST (ResNet-50)	30	No	Self-Supervised Learning by Estimating Twin Clas...	2021-10-14	Code
4	Self-Classifier (ResNet-50)	29.5	No	Self-Supervised Classification Network	2021-03-19	Code
5	SCAN (ResNet-50)	27.5	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
6	DeepDPM (nonparametric)	14	No	DeepDPM: Deep Clustering With an Unknown Number ...	2022-03-27	Code

#1TURTLE (CLIP + DINOv2)SOTA
62.5
ARI· Extra Data· 2024-06-11
Let Go of Your Labels with Unsupervised Transfer Code
#2iBOT (ViT-S/16)SOTA
32.8
ARI· 2021-11-15
iBOT: Image BERT Pre-Training with Online Tokenizer Code
#3TWIST (ResNet-50)SOTA
30
ARI· 2021-10-14
Self-Supervised Learning by Estimating Twin Class Distributions Code
#4Self-Classifier (ResNet-50)SOTA
29.5
ARI· 2021-03-19
Self-Supervised Classification Network Code
#5SCAN (ResNet-50)SOTA
27.5
ARI· 2020-05-25
SCAN: Learning to Classify Images without Labels Code
#6DeepDPM (nonparametric)
14
ARI· 2022-03-27
DeepDPM: Deep Clustering With an Unknown Number of Clusters Code