Robustness on ImageNet-C (val)
40.78mCEDeiT-S + MJP
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DeiT-S + MJPBackbone=DeiT-S, MJP=true2022.05 | 40.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CycleMLP-SNetwork=CycleMLP-S2021.07 | 53.7 | 42.1 | 43.4 | 43.2 | 61.5 | 76.7 | 56 | 66.4 | 51.5 | 47.2 | 50.8 | 41.2 | 39.5 | 72.3 | 57.5 | 56.1 | |
| DeiT-SNetwork=DeiT-S2021.07 | 54.6 | 46.3 | 47.7 | 46.4 | 61.6 | 71.9 | 57.9 | 71.9 | 49.9 | 46.2 | 46 | 44.9 | 42.3 | 66.6 | 59.1 | 60.4 | |
| DeiT-SBackbone=DeiT-S2022.05 | 54.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Swin-SNetwork=Swin-S2021.07 | 62 | 52.2 | 53.7 | 53.6 | 67.9 | 78.6 | 64.1 | 75.3 | 55.8 | 52.8 | 51.3 | 48.1 | 45.1 | 75.7 | 76.3 | 79.1 | |
| gMLP-SNetwork=gMLP-S2021.07 | 64 | 52.1 | 53.2 | 52.5 | 73.1 | 77.6 | 64.6 | 79.9 | 77.7 | 78.8 | 54.3 | 55.3 | 43.6 | 70.6 | 58.6 | 67.5 | |
| ResMLP-12Network=ResMLP-122021.07 | 66 | 57.6 | 58.2 | 57.8 | 72.6 | 83.2 | 67.9 | 76.5 | 61.4 | 57.8 | 63.8 | 53.9 | 52.1 | 78.3 | 72.9 | 75.3 | |
| ResNet-50Network=ResNet-502021.07 | 76.7 | 79.8 | 81.6 | 82.6 | 74.7 | 88.6 | 78 | 79.9 | 77.8 | 74.8 | 66.1 | 56.6 | 71.4 | 84.7 | 76.9 | 76.8 | |
| MLP-MixerNetwork=MLP-Mixer2021.07 | 78.8 | 80.9 | 82.6 | 84.2 | 86.9 | 92.1 | 79.1 | 93.6 | 78.3 | 67.4 | 64.6 | 59.5 | 57.1 | 90.5 | 72.7 | 92.2 |