Backdoor Defense on TinyImageNet (Specific Attack Metrics)
89.1Clean Accuracy (CACC)Benign
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| BenignModel=ViT2025.04 | 89.1 | 0.51 | 0.01 | 0.04 | 0.03 | — | 0.15 | |
| WAGModel=ViT, Attack Combination Setting=BadNet + PhysicalBA2025.04 | 88.5 | 58.5 | — | — | 35.9 | — | 47.2 | |
| WAGModel=ViT, Attack Combination Setting=BadNet + WaNet2025.04 | 88.2 | 11.7 | 5.5 | — | — | — | 8.6 | |
| WAGModel=ViT, Attack Combination Setting=BadNet + BATT2025.04 | 87.3 | 0.11 | — | 0.15 | — | — | 0.13 | |
| MSDModel=ViT, Attack Combination Setting=BadNet + BATT2025.04 | 86.8 | 0.03 | — | 0.07 | — | — | 0.05 | |
| VictimModel=ViT2025.04 | 85.8 | 97.8 | 98.9 | 100 | 90 | — | 96.6 | |
| MSDModel=ViT, Attack Combination Setting=BadNet + PhysicalBA2025.04 | 84.8 | 48.2 | — | — | 29.1 | — | 38.7 | |
| MSDModel=ViT, Attack Combination Setting=BadNet + WaNet2025.04 | 84.2 | 0.6 | 0.2 | — | — | — | 0.4 |