Adversarial Attack Transferability on ImageNet Target: DN201 5000 images (val)
96.5Attack Success RateRFA+SGM
Evaluation Results
| Method | Links | |
|---|---|---|
| RFA+SGMSource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 96.5 | |
| RFA+MUPSource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 94.37 | |
| RFASource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 93.27 | |
| MFAA+SGMSource Model=ResNet-50, Attack Category=Feature-related2024.10 | 91.49 | |
| SIA+SGMSource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 90.24 | |
| MFAA+MUPSource Model=ResNet-50, Attack Category=Feature-related2024.10 | 89.76 | |
| MFAASource Model=ResNet-50, Attack Category=Feature-related2024.10 | 88.67 | |
| SMI-FRSM+SGMSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 87.85 | |
| SIA+MUPSource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 84.91 | |
| SIASource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 84.88 | |
| SMI-FRSM+MUPSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 84.3 | |
| SMI-FRSMSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 79.46 | |
| PGD+SGMSource Model=ResNet-50, Attack Category=White-box2024.10 | 64.99 | |
| PGD+MUPSource Model=ResNet-50, Attack Category=White-box2024.10 | 49.45 | |
| PGDSource Model=ResNet-50, Attack Category=White-box2024.10 | 43.2 |