Image Classification on ImageNet-C severity level 5 v1 (test)
63.6Accuracy (Gaussian)CoTTA
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CoTTAModel Architecture=ViT-Base, BP=true, FTTA=true, #FP=3or352026.05 | 63.6 | 63.8 | 64.1 | 55.5 | 51.1 | 63.6 | 55.5 | 70 | 69.4 | 71.5 | 78.5 | 9.7 | 64.5 | 73.4 | 71.2 | 61.7 | |
| EVA-0Model Architecture=ViT-Base, BP=false, FTTA=false, #FP=22026.05 | 61.8 | 63 | 63.8 | 58.1 | 56.4 | 62.3 | 60.5 | 70 | 68.5 | 74.2 | 80.7 | 68.5 | 66.4 | 73.8 | 73.2 | 66.7 | |
| FOAModel Architecture=ViT-Base, BP=false, FTTA=false, #FP=282026.05 | 61.5 | 63.2 | 63.3 | 59.3 | 56.7 | 61.4 | 57.7 | 69.4 | 69.6 | 73.4 | 81.1 | 67.7 | 62.7 | 73.9 | 73 | 66.3 | |
| TENTModel Architecture=ViT-Base, BP=true, FTTA=true, #FP=12026.05 | 60.3 | 61.6 | 61.8 | 59.2 | 56.5 | 63.5 | 59.2 | 54.3 | 64.5 | 2.3 | 79.1 | 67.4 | 61.5 | 72.5 | 70.6 | 59.6 | |
| EVA-0†Model Architecture=ViT-Base, BP=false, FTTA=true, #FP=22026.05 | 60.1 | 61.3 | 62 | 56.8 | 54.7 | 60.8 | 57.4 | 67.7 | 66.2 | 71.7 | 79.4 | 66.7 | 62.1 | 72 | 70.3 | 64.6 | |
| DeYOModel Architecture=ViT-Base, BP=true, FTTA=true, #FP=[1, 2]2026.05 | 59.8 | 61 | 60.2 | 58.4 | 58.8 | 64.4 | 62.3 | 68.8 | 66.4 | 70.1 | 78.8 | 62.2 | 68.4 | 74.1 | 72.2 | 65.7 | |
| SARModel Architecture=ViT-Base, BP=true, FTTA=true, #FP=[1, 2]2026.05 | 59.2 | 60.5 | 60.7 | 57.5 | 55.6 | 61.8 | 57.6 | 65.9 | 63.5 | 69.1 | 78.7 | 45.7 | 62.4 | 71.9 | 70.3 | 62.7 | |
| FOZOModel Architecture=ViT-Base, BP=false, FTTA=false, #FP=22026.05 | 58.7 | 61.1 | 62.5 | 51.1 | 44.7 | 57.8 | 53.4 | 66.3 | 66.3 | 67.8 | 79.1 | 59.8 | 55.4 | 70.4 | 71.8 | 61.7 | |
| ZOAModel Architecture=ViT-Base, BP=false, FTTA=false, #FP=22026.05 | 58.2 | 59.7 | 60.3 | 52.6 | 47.2 | 58.7 | 53.9 | 66.1 | 62.9 | 67.6 | 78.7 | 56.9 | 56.8 | 70.2 | 70.1 | 61.3 | |
| FOA†Model Architecture=ViT-Base, BP=false, FTTA=true, #FP=282026.05 | 58.2 | 59.6 | 59.1 | 55.1 | 36 | 54 | 47.3 | 47.8 | 59.1 | 72.5 | 77.2 | 30 | 48.7 | 66.6 | 67.9 | 55.9 | |
| NoAdaptModel Architecture=ViT-Base, BP=false, FTTA=true, #FP=12026.05 | 56.8 | 56.8 | 57.5 | 46.9 | 35.6 | 53.1 | 44.8 | 62.2 | 62.5 | 65.7 | 77.7 | 32.6 | 46 | 67 | 67.6 | 55.5 | |
| DeYOModel Architecture=R50-GN, BP=true, FTTA=true, #FP=[1, 2]2026.05 | 40.7 | 42.7 | 42.3 | 21.6 | 23.6 | 38.1 | 36.4 | 51.1 | 49.4 | 54.9 | 72.9 | 50.1 | 42.1 | 56.3 | 57.7 | 45.3 | |
| EVA-0Model Architecture=R50-GN, BP=false, FTTA=false, #FP=22026.05 | 37 | 38.2 | 37.9 | 29.1 | 24.9 | 37.2 | 41.5 | 51 | 51 | 59.5 | 72.6 | 47.9 | 41.7 | 54.2 | 57.3 | 45.4 | |
| CoTTAModel Architecture=R50-GN, BP=true, FTTA=true, #FP=3or352026.05 | 32.3 | 34.2 | 34.6 | 12.4 | 15.9 | 13.9 | 26.4 | 39.8 | 39.6 | 7.2 | 66.7 | 23.9 | 18.1 | 50.2 | 56.8 | 31.5 | |
| SARModel Architecture=R50-GN, BP=true, FTTA=true, #FP=[1, 2]2026.05 | 32.3 | 34.6 | 33.5 | 18.9 | 19.7 | 30.4 | 30.8 | 42.6 | 43.3 | 6.2 | 70.4 | 43.8 | 15.9 | 49 | 55.2 | 35.1 | |
| EVA-0†Model Architecture=R50-GN, BP=false, FTTA=true, #FP=22026.05 | 32.3 | 35.2 | 34.2 | 23.8 | 15.5 | 32.6 | 34.9 | 47.4 | 46.9 | 52.6 | 71.4 | 44.8 | 31.4 | 51.8 | 56.2 | 40.7 | |
| FOZOModel Architecture=R50-GN, BP=false, FTTA=false, #FP=22026.05 | 32.1 | 32.5 | 33.7 | 13.1 | 8.6 | 18 | 21.3 | 38.8 | 44.3 | 31.4 | 68 | 35.2 | 22.8 | 51.4 | 55.3 | 33.8 | |
| ZOAModel Architecture=R50-GN, BP=false, FTTA=false, #FP=22026.05 | 29 | 29.2 | 27.7 | 23.6 | 15.2 | 27.3 | 30.2 | 44.5 | 46.5 | 49.9 | 69.9 | 42.4 | 26.3 | 41.6 | 55.8 | 37.3 | |
| FOAModel Architecture=R50-GN, BP=false, FTTA=false, #FP=282026.05 | 27.3 | 27.6 | 23.1 | 21.1 | 11.5 | 23.7 | 26.9 | 38.6 | 48.5 | 42 | 70.1 | 41.6 | 20.7 | 51.4 | 55.3 | 35.3 | |
| FOA†Model Architecture=R50-GN, BP=false, FTTA=true, #FP=282026.05 | 26.9 | 27 | 20.7 | 21 | 11.2 | 23.3 | 27 | 39.3 | 48.1 | 42.4 | 70 | 41.7 | 21.4 | 51.3 | 55 | 35.1 | |
| TENTModel Architecture=R50-GN, BP=true, FTTA=true, #FP=12026.05 | 24.2 | 28 | 25 | 15.2 | 7.7 | 22 | 22.6 | 26.9 | 33.9 | 3.5 | 69.9 | 42.1 | 11 | 48.6 | 54.4 | 29 | |
| NoAdaptModel Architecture=R50-GN, BP=false, FTTA=true, #FP=12026.05 | 22.1 | 23 | 22 | 19.8 | 11.4 | 21.5 | 25 | 40.3 | 47 | 34 | 68.8 | 36.2 | 18.5 | 29.2 | 52.6 | 31.4 |