Image Classification on CIFAR-10-C mixture of 15 corruptions (val)
61Gaussian Noise AccuracyRamen
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RamenVenue=-, Backbone=ViT-B/322026.04 | 61 | 63.3 | 56 | 77.2 | 64.1 | 77.2 | 78.9 | 80.9 | 80.3 | 78 | 88.1 | 79.8 | 72 | 65.5 | 67.5 | 72.7 | |
| RoTTAVenue=CVPR’23, Backbone=ViT-B/322026.04 | 53.1 | 56.4 | 51.3 | 78.1 | 61 | 75.2 | 79 | 79 | 80.1 | 80 | 85.6 | 82.9 | 73.7 | 65.3 | 69.9 | 71.4 | |
| SARVenue=ICLR’23, Backbone=ViT-B/322026.04 | 48.8 | 51.8 | 51 | 77.5 | 60.5 | 74.8 | 79.2 | 79.6 | 80.7 | 76.6 | 87.4 | 77 | 71 | 57.5 | 62.8 | 69.1 | |
| MintVenue=NeurIPS’25, Backbone=ViT-B/322026.04 | 47.9 | 50.9 | 50.3 | 74.1 | 51.3 | 75.8 | 76.9 | 76.4 | 77 | 73.8 | 85.8 | 73.8 | 65.8 | 47.3 | 56.4 | 65.6 | |
| WATT-SVenue=NeurIPS’24, Backbone=ViT-B/322026.04 | 47.4 | 49.7 | 49.5 | 77 | 54.3 | 72.9 | 77.3 | 77.8 | 79.5 | 74.8 | 86.4 | 74.1 | 67.8 | 57.2 | 62.9 | 67.2 | |
| NOTEVenue=NeurIPS’22, Backbone=ViT-B/322026.04 | 44.9 | 48.3 | 48.9 | 77.1 | 57 | 74 | 77.6 | 78 | 79.2 | 73 | 86.5 | 73.5 | 68.7 | 57.9 | 62.2 | 67.1 | |
| TDAVenue=CVPR’24, Backbone=ViT-B/322026.04 | 39.8 | 42.8 | 43.4 | 73.5 | 45.4 | 67.6 | 73.2 | 74.3 | 76.4 | 69.8 | 84 | 66.6 | 62.5 | 52.1 | 57.7 | 61.9 | |
| TentVenue=ICLR’21, Backbone=ViT-B/322026.04 | 39.5 | 43.1 | 46.4 | 77.8 | 56.6 | 72.7 | 77.9 | 79.7 | 79.9 | 74 | 86.9 | 75.5 | 69.7 | 60.3 | 63.9 | 66.9 | |
| EnsembleVenue=-, Backbone=ViT-B/322026.04 | 38.6 | 42.6 | 42.7 | 72.4 | 43.9 | 66.6 | 71.6 | 73.8 | 75.7 | 69 | 83.6 | 67 | 61.9 | 51.8 | 58.6 | 61.3 | |
| DMN-ZSVenue=CVPR’24, Backbone=ViT-B/322026.04 | 38.4 | 41.7 | 42.4 | 73.1 | 44.6 | 67.2 | 72.8 | 74.6 | 76.3 | 69.5 | 84 | 66.5 | 62.3 | 52.4 | 58.3 | 61.6 | |
| CLIPArTTVenue=WACV’25, Backbone=ViT-B/322026.04 | 37.2 | 41.5 | 44.8 | 70.5 | 48.9 | 65.5 | 70.7 | 72.9 | 75.3 | 67.4 | 82.8 | 66.9 | 61.9 | 58.5 | 59.5 | 61.6 | |
| CLIPVenue=ICML’21, Backbone=ViT-B/322026.04 | 35.5 | 40 | 43.2 | 70 | 41.4 | 64.5 | 70.2 | 70.8 | 72.3 | 66.7 | 81.4 | 64.5 | 59.6 | 48.2 | 56.7 | 59 |