Adversarial Attack Detection on CIFAR-100 Adversarial
98BIM Detection ScoreRel-U
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Rel-UBackbone=VGG162025.12 | 98 | 68 | 85 | 99 | |
| DMD-bBackbone=VGG162025.12 | 98 | 96 | 96 | 96 | |
| Rel-UBackbone=ViTB162025.12 | 98 | 85 | 92 | 98 | |
| DMD-aBackbone=VGG162025.12 | 95 | 95 | 84 | 85 | |
| DMD-aBackbone=ViTB162025.12 | 95 | 94 | 93 | 92 | |
| MSPBackbone=VGG162025.12 | 82 | 30 | 19 | 85 | |
| DOCBackbone=VGG162025.12 | 81 | 58 | 22 | 84 | |
| MACSBackbone=VGG162025.12 | 77 | 50 | 36 | 73 | |
| MSPBackbone=ViTB162025.12 | 69 | 30 | 30 | 71 | |
| DOCBackbone=ViTB162025.12 | 67 | 60 | 39 | 70 | |
| DMD-bBackbone=ViTB162025.12 | 64 | 82 | 54 | 61 | |
| MACSBackbone=ViTB162025.12 | 51 | 30 | 23 | 53 | |
| FSBackbone=ViTB162025.12 | 37 | 16 | 43 | 48 | |
| FSBackbone=VGG162025.12 | 28 | 16 | 67 | 32 |