Image Classification on ImageNet-R Full set
66.75Top-1 AccHierarchy-LiT
Evaluation results
| Method | Links | |
|---|---|---|
| Hierarchy-LiTModel=LiT, Backbone=ViT-B/32, Hierarchy Strategy=w/ hierarchy, Zero-shot=true2022.12 | 66.75 | |
| LiTModel=LiT, Backbone=ViT-B/32, Hierarchy Strategy=None, Zero-shot=true2022.12 | 66.54 | |
| Hierarchy-CLIPModel=CLIP, Backbone=ViT-B/16, Hierarchy Strategy=w/ hierarchy, Zero-shot=true2022.12 | 59.46 | |
| CLIPModel=CLIP, Backbone=ViT-B/16, Hierarchy Strategy=None, Zero-shot=true2022.12 | 56.88 | |
| DINORANKCLIP (full)Evaluation Protocol=Zero-shot2026.05 | 13.5 | |
| Ours w/o DINOEvaluation Protocol=Zero-shot2026.05 | 12.1 | |
| RANKCLIPEvaluation Protocol=Zero-shot2026.05 | 11.34 | |
| ALIPEvaluation Protocol=Zero-shot2026.05 | 10.92 | |
| CLIPEvaluation Protocol=Zero-shot2026.05 | 9.36 | |
| CyCLIPEvaluation Protocol=Zero-shot2026.05 | 9.23 |