Adversarial Attack Transferability on ImageNet Target: VGG19 5000 images (val)
93.99Attack Success RateRFA+SGM
Evaluation Results
| Method | Links | |
|---|---|---|
| RFA+SGMSource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 93.99 | |
| MFAA+SGMSource Model=ResNet-50, Attack Category=Feature-related2024.10 | 93.47 | |
| SIA+SGMSource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 93.09 | |
| MFAA+MUPSource Model=ResNet-50, Attack Category=Feature-related2024.10 | 90.94 | |
| MFAASource Model=ResNet-50, Attack Category=Feature-related2024.10 | 90.29 | |
| RFA+MUPSource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 90.27 | |
| RFASource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 88.74 | |
| SIA+MUPSource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 87.71 | |
| SIASource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 87.39 | |
| SMI-FRSM+SGMSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 87.09 | |
| SMI-FRSM+MUPSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 82.93 | |
| SMI-FRSMSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 77.39 | |
| PGD+SGMSource Model=ResNet-50, Attack Category=White-box2024.10 | 56.78 | |
| PGD+MUPSource Model=ResNet-50, Attack Category=White-box2024.10 | 49.52 | |
| PGDSource Model=ResNet-50, Attack Category=White-box2024.10 | 43.48 |