Image Classification on CIFAR-100-C mixture of 15 corruptions (val)
30.3Gaussian Noise AccuracyRamen
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RamenVenue=-, Backbone=ViT-B/162026.04 | 30.3 | 32.9 | 42.8 | 52.5 | 29.1 | 52.2 | 55.5 | 55.4 | 55.1 | 52.6 | 65.9 | 51 | 36.8 | 40.4 | 39.6 | 46.1 | |
| SARVenue=ICLR’23, Backbone=ViT-B/162026.04 | 28.4 | 30.5 | 38.5 | 50.4 | 24.6 | 49.2 | 55.1 | 54.1 | 53.4 | 47.2 | 64 | 45 | 33.6 | 29.7 | 37.4 | 42.7 | |
| WATT-SVenue=NeurIPS’24, Backbone=ViT-B/162026.04 | 26.4 | 28.4 | 35.6 | 50.2 | 24.2 | 48.5 | 54.4 | 54.2 | 54 | 47.7 | 63.5 | 43.3 | 34 | 31.4 | 37.7 | 42.2 | |
| NOTEVenue=NeurIPS’22, Backbone=ViT-B/162026.04 | 25.7 | 27.3 | 35.4 | 49.9 | 23.9 | 47.6 | 54.2 | 52.7 | 51.8 | 45.9 | 63.7 | 44 | 32.4 | 30.2 | 36 | 41.4 | |
| TentVenue=ICLR’21, Backbone=ViT-B/162026.04 | 24.9 | 26.7 | 34.4 | 49.7 | 23.9 | 47.5 | 53.9 | 52.9 | 51.4 | 45.3 | 62.9 | 43.6 | 32 | 31.7 | 37.1 | 41.2 | |
| TDAVenue=CVPR’24, Backbone=ViT-B/162026.04 | 23.4 | 25.2 | 30.3 | 44.1 | 20.3 | 43.8 | 49.1 | 49.3 | 51.3 | 42.2 | 58.7 | 36.1 | 29.3 | 26.4 | 33.6 | 37.5 | |
| EnsembleVenue=-, Backbone=ViT-B/162026.04 | 22.9 | 24.4 | 29.6 | 43.6 | 20.1 | 43.7 | 48.7 | 48.9 | 50.4 | 41.8 | 58.1 | 35.3 | 29.2 | 26.3 | 33.6 | 37.1 | |
| RoTTAVenue=CVPR’23, Backbone=ViT-B/162026.04 | 22.9 | 24.5 | 32.4 | 47.9 | 25.4 | 46.5 | 50.1 | 50.5 | 50.7 | 50.8 | 58.3 | 53.1 | 37.7 | 29.9 | 36.2 | 41.1 | |
| DMN-ZSVenue=CVPR’24, Backbone=ViT-B/162026.04 | 22.9 | 24.4 | 29.6 | 44.3 | 20.2 | 44.1 | 49.4 | 49.7 | 51.1 | 42.2 | 58.8 | 35.5 | 29.4 | 26.2 | 34 | 37.5 | |
| MintVenue=NeurIPS’25, Backbone=ViT-B/162026.04 | 22.3 | 24.5 | 33 | 49.2 | 22.4 | 47.8 | 54.2 | 52.4 | 51.6 | 47.7 | 63.7 | 42.2 | 31.8 | 24 | 34.3 | 40.1 | |
| CLIPArTTVenue=WACV’25, Backbone=ViT-B/162026.04 | 21.1 | 22.8 | 29.4 | 46.3 | 24.5 | 45 | 51.1 | 51.5 | 51.8 | 44 | 61.1 | 39 | 33.2 | 28.3 | 36.7 | 39 | |
| CLIPVenue=ICML’21, Backbone=ViT-B/162026.04 | 19.7 | 21.4 | 25.3 | 42.5 | 20.2 | 43.1 | 48 | 48.4 | 49.7 | 41.7 | 57 | 34.5 | 29.2 | 23.9 | 32.4 | 35.8 |