Robustness to Corruptions on CIFAR-100-C
97Acc (C0)DMD-b
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DMD-bBackbone=VGG162025.12 | 97 | — | 97 | 98 | 97 | 98 | |
| DMD-aBackbone=ViTB162025.12 | 94 | — | 93 | 92 | 91 | 89 | |
| Rel-UBackbone=ViTB162025.12 | 92 | — | 92 | 92 | 92 | 93 | |
| Rel-UBackbone=VGG162025.12 | 90 | — | 90 | 90 | 91 | 91 | |
| DMD-aBackbone=VGG162025.12 | 90 | — | 82 | 76 | 73 | 67 | |
| DMD-bBackbone=ViTB162025.12 | 90 | — | 88 | 86 | 83 | 78 | |
| FSBackbone=ViTB162025.12 | 88 | — | 85 | 82 | 80 | 73 | |
| FSBackbone=VGG162025.12 | 84 | — | 79 | 77 | 74 | 70 | |
| MSPBackbone=ViTB162025.12 | 84 | — | 79 | 75 | 71 | 65 | |
| DOCBackbone=ViTB162025.12 | 84 | — | 78 | 74 | 70 | 63 | |
| MSPBackbone=VGG162025.12 | 81 | — | 76 | 74 | 71 | 68 | |
| MACSBackbone=ViTB162025.12 | 81 | — | 75 | 71 | 66 | 57 | |
| MACSBackbone=VGG162025.12 | 79 | — | 73 | 67 | 62 | 54 | |
| DOCBackbone=VGG162025.12 | 79 | — | 74 | 71 | 68 | 65 | |
| AugMix2021.12 | — | 35.4 | — | — | — | — | |
| Auto Augment2021.12 | — | 47 | — | — | — | — | |
| Baseline2021.12 | — | 50 | — | — | — | — | |
| CutMix2021.12 | — | 51.5 | — | — | — | — | |
| Cutout2021.12 | — | 51.5 | — | — | — | — | |
| Mixup2021.12 | — | 48 | — | — | — | — | |
| Outlier Exposure2021.12 | — | 51.5 | — | — | — | — | |
| PIXMIX2021.12 | — | 30.5 | — | — | — | — |