Image Classification on ImageNet-C (val) Corruption Errors
27.4Error (Gaussian)CLIP
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLIPVenue=ICML’21, Backbone=ViT-L/142026.04 | 27.4 | — | 39.6 | — | — | 28.7 | 34.6 | 25.3 | 41 | 36.7 | 49.8 | 44.1 | 49.7 | 65.4 | 35.1 | 30.3 | 53.5 | 42.2 | 29.4 | |
| CLIPArTTVenue=WACV’25, Backbone=ViT-L/142026.04 | 28.2 | — | 40.2 | — | — | 29.8 | 35 | 26.5 | 41.4 | 37.3 | 50.3 | 43.7 | 49.7 | 65 | 38.5 | 31 | 53.5 | 42.3 | 30.2 | |
| EnsembleVenue=-, Backbone=ViT-L/142026.04 | 29.1 | — | 41.6 | — | — | 30.1 | 37.5 | 27.3 | 44.2 | 39.2 | 52.4 | 46.4 | 52.6 | 67.8 | 34.4 | 32.4 | 56.2 | 44.2 | 30.4 | |
| DMN-ZSVenue=CVPR’24, Backbone=ViT-L/142026.04 | 29.2 | — | 41.7 | — | — | 30.2 | 37.6 | 27.6 | 44.4 | 39.2 | 52.5 | 46.6 | 52.7 | 67.9 | 33.8 | 32.5 | 56.5 | 44.5 | 30.5 | |
| TDAVenue=CVPR’24, Backbone=ViT-L/142026.04 | 29.6 | — | 42.7 | — | — | 31.5 | 38.1 | 28.9 | 44.6 | 40 | 53.4 | 47.5 | 53.3 | 68.5 | 39.1 | 33.4 | 57.1 | 45.1 | 31 | |
| WATT-SVenue=NeurIPS’24, Backbone=ViT-L/142026.04 | 31.8 | — | 43.7 | — | — | 33.6 | 39.2 | 30.7 | 45.7 | 41.3 | 53.5 | 47.3 | 53.7 | 67.9 | 40.1 | 34.7 | 57.3 | 45.6 | 33.1 | |
| MintVenue=NeurIPS’25, Backbone=ViT-L/142026.04 | 33.8 | — | 44.5 | — | — | 35.8 | 39.3 | 33.3 | 46.2 | 41.5 | 53.6 | 47.4 | 53.3 | 67.7 | 36.3 | 38.2 | 58.1 | 47.4 | 35.2 | |
| TentVenue=ICLR’21, Backbone=ViT-L/142026.04 | 36.3 | — | 46.7 | — | — | 38.5 | 40.3 | 37.4 | 47.7 | 43.5 | 54.2 | 49.5 | 56.4 | 67.8 | 45.4 | 40.6 | 57.6 | 46.6 | 38 | |
| NOTEVenue=NeurIPS’22, Backbone=ViT-L/142026.04 | 36.3 | — | 46.6 | — | — | 38.6 | 40 | 37.3 | 47.6 | 43.5 | 54.4 | 49.7 | 56.4 | 67.8 | 44.5 | 40.8 | 57.5 | 46.2 | 38 | |
| SARVenue=ICLR’23, Backbone=ViT-L/142026.04 | 36.3 | — | 46.6 | — | — | 38.5 | 39.2 | 38.5 | 46.8 | 43.4 | 53.9 | 50.4 | 56.6 | 66.8 | 45.5 | 41.8 | 56.2 | 46.6 | 38.3 | |
| RoTTAVenue=CVPR’23, Backbone=ViT-L/142026.04 | 37.4 | — | 45.4 | — | — | 39.6 | 36.9 | 34.5 | 44 | 39.3 | 53.5 | 48.6 | 54.2 | 67.2 | 43 | 39.7 | 56.3 | 48.4 | 38.7 | |
| RamenVenue=-, Backbone=ViT-L/142026.04 | 37.5 | — | 49.2 | — | — | 41.1 | 42.2 | 39.6 | 49.9 | 46.2 | 57.3 | 51.6 | 59.4 | 68.7 | 46.4 | 45.2 | 59.4 | 54.7 | 38.8 |