Image Classification on ImageNet-100C (test)
23.671mCEREVa
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| REVaBackbone=Swin_V2_B2025.09 | 23.671 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AugMixBackbone=Swin_V2_B2025.09 | 27.543 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StandardBackbone=Swin_V2_B2025.09 | 30.123 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| REVaBackbone=ResNet-182025.09 | 39.379 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AugMixBackbone=ResNet-182025.09 | 46.536 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StandardBackbone=ResNet-182025.09 | 56.956 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AugMixBackbone=ResNet-182021.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.7 | |
| DABackbone=ResNet-182021.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.7 | |
| OursEvaluation Protocol=Mean top-1 accuracy across 5 corruption levels2021.10 | — | 56.88 | 50.52 | 44.37 | 50.69 | 43.69 | 60.4 | 61.08 | 75.65 | 56.81 | 54.11 | 56.74 | 72.57 | 54.2 | 51.7 | 39.8 | 62.66 | 65.95 | 59.52 | 66.28 | — | |
| PRIMEBackbone=ResNet-182021.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.6 | |
| PRIMEBackbone=ResNet-18, Training Epochs=1.5x2021.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 72.5 | |
| StandardBackbone=ResNet-182021.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.7 | |
| Supervised BaselineEvaluation Protocol=Mean top-1 accuracy across 5 corruption levels2021.10 | — | 61.76 | 49.15 | 59.38 | 59 | 58.61 | 67.85 | 77.75 | 73.06 | 55.83 | 51.05 | 53.76 | 86.01 | 67.56 | 59.58 | 53.97 | 64.31 | 82.16 | 71.9 | 62.65 | — |