Image Classification on ImageNet-C level 5 (test)
55.87Acc (Gauss.)EATA
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EATABackbone=ViT-Base, Normalization=LN2026.04 | 55.87 | 56.14 | 56.96 | 57.36 | 53.28 | 62 | 58.63 | 61.99 | 59.87 | 71.47 | 75.54 | 68.66 | 63.23 | 69.2 | 66.57 | 62.44 | |
| DualTTABackbone=ViT-Base, Normalization=LN2026.04 | 54.45 | 55.32 | 55.47 | 55.74 | 54.54 | 62.01 | 57.48 | 62.58 | 67.39 | 71.29 | 76.85 | 67.55 | 64.78 | 71.32 | 68.05 | 63 | |
| TentBackbone=ViT-Base, Normalization=LN2026.04 | 52.58 | 51.58 | 53.55 | 52.75 | 47.82 | 56.47 | 48.01 | 10 | 31.78 | 67.38 | 74.28 | 67.19 | 50.79 | 66.75 | 64.73 | 53.04 | |
| SARBackbone=ViT-Base, Normalization=LN2026.04 | 51.92 | 51.41 | 52.89 | 51.62 | 48.59 | 55.45 | 49.61 | 12.84 | 49.9 | 66.79 | 73.03 | 65.62 | 52.62 | 63.9 | 63.15 | 53.96 | |
| DeYOBackbone=ViT-Base, Normalization=LN2026.04 | 49.77 | 53.27 | 54.71 | 48.79 | 50.17 | 55.87 | 51.82 | 57.64 | 61.09 | 64.78 | 75.67 | 62.34 | 58.48 | 67.41 | 67.12 | 58.59 | |
| SARBackbone=ResNet-50, Normalization=GN2026.04 | 39.96 | 42.08 | 41.35 | 19.35 | 22.01 | 37.65 | 39.12 | 24.89 | 46.87 | 54.32 | 72.37 | 49.37 | 5.82 | 54.89 | 57.31 | 40.49 | |
| EATABackbone=ResNet-50, Normalization=GN2026.04 | 37.42 | 41.49 | 39.64 | 29.7 | 27.01 | 37.9 | 41.82 | 51.54 | 47.76 | 58.3 | 71.64 | 51.66 | 26.76 | 59.18 | 58.88 | 45.38 | |
| DeYOBackbone=ResNet-50, Normalization=GN2026.04 | 36 | 46.13 | 46.99 | 14.73 | 20.42 | 12.58 | 17.41 | 27.09 | 26.98 | 33.42 | 66.33 | 41.98 | 22.56 | 44.01 | 50.7 | 33.82 | |
| ViTBase-LNBackbone=ViT-Base, Normalization=LN2026.04 | 35.09 | 32.16 | 35.87 | 31.42 | 25.31 | 39.45 | 31.55 | 24.47 | 30.13 | 54.74 | 64.48 | 48.98 | 34.2 | 53.17 | 56.45 | 39.83 | |
| DualTTABackbone=ResNet-50, Normalization=GN2026.04 | 25.96 | 46.31 | 44.43 | 24.81 | 26.12 | 42.06 | 18.92 | 23.27 | 25.75 | 20.73 | 72.96 | 53.8 | 21.55 | 61.99 | 60.17 | 41.83 | |
| EATABackbone=ResNet-50, Normalization=BN2026.04 | 24.96 | 28.51 | 26.43 | 20.28 | 21.84 | 36.95 | 46.84 | 48.27 | 47.91 | 63.18 | 70.47 | 35.74 | 51.12 | 53.47 | 52.09 | 41.87 | |
| DualTTABackbone=ResNet-50, Normalization=BN2026.04 | 23.69 | 24.38 | 29.59 | 20.3 | 25.97 | 42.33 | 51.13 | 54.03 | 50.76 | 65.77 | 71.9 | 34.81 | 56.64 | 58.79 | 57.77 | 44.52 | |
| ResNet50-GNBackbone=ResNet-50, Normalization=GN2026.04 | 22.09 | 23.03 | 22.04 | 19.79 | 11.4 | 21.46 | 25.04 | 40.28 | 46.97 | 34.02 | 68.81 | 36.25 | 18.51 | 29.24 | 52.6 | 31.44 | |
| TentBackbone=ResNet-50, Normalization=BN2026.04 | 18.32 | 21.7 | 18.54 | 18.71 | 18.57 | 33.58 | 44.91 | 45.74 | 46.09 | 61.78 | 70.54 | 31.67 | 48.35 | 51.39 | 51.55 | 38.76 | |
| DeYOBackbone=ResNet-50, Normalization=BN2026.04 | 17.09 | 25.72 | 26.74 | 19.21 | 24.14 | 33.7 | 44.21 | 45.97 | 48.02 | 59.84 | 69.86 | 41.25 | 51.9 | 57.14 | 54.69 | 41.3 | |
| SARBackbone=ResNet-50, Normalization=BN2026.04 | 16.6 | 20.56 | 19.93 | 13.74 | 12.86 | 34.01 | 45.33 | 46.11 | 45.66 | 61.78 | 70.34 | 32.36 | 48.43 | 52.58 | 48.92 | 37.95 | |
| TentBackbone=ResNet-50, Normalization=GN2026.04 | 8.91 | 9.57 | 8.71 | 9.22 | 7.24 | 12.08 | 14.75 | 12.8 | 13.36 | 1.31 | 69.9 | 40.27 | 3.37 | 49.51 | 52.45 | 20.9 | |
| ResNet50-BNBackbone=ResNet-50, Normalization=BN2026.04 | 0.3 | 0.37 | 0.35 | 0.24 | 0.21 | 0.43 | 0.66 | 1.06 | 1.3 | 1.67 | 2.29 | 0.86 | 0.66 | 0.73 | 0.84 | 0.81 |