Adversarial Attack Transferability on ImageNet Target: IncRes 5000 images (val)
75.4Attack Success RateRFA+SGM
Evaluation Results
| Method | Links | |
|---|---|---|
| RFA+SGMSource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 75.4 | |
| RFA+MUPSource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 67.69 | |
| MFAA+SGMSource Model=ResNet-50, Attack Category=Feature-related2024.10 | 66.07 | |
| RFASource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 65.63 | |
| MFAA+MUPSource Model=ResNet-50, Attack Category=Feature-related2024.10 | 54.19 | |
| MFAASource Model=ResNet-50, Attack Category=Feature-related2024.10 | 52.36 | |
| SMI-FRSM+SGMSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 47.51 | |
| SIA+SGMSource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 46.63 | |
| SMI-FRSM+MUPSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 40.5 | |
| SMI-FRSMSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 36.89 | |
| SIASource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 35.27 | |
| SIA+MUPSource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 35.09 | |
| PGD+SGMSource Model=ResNet-50, Attack Category=White-box2024.10 | 25.36 | |
| PGD+MUPSource Model=ResNet-50, Attack Category=White-box2024.10 | 14.15 | |
| PGDSource Model=ResNet-50, Attack Category=White-box2024.10 | 12.43 |