Adversarial Attack Transferability on ImageNet Target: VGG16 5000 images (val)
95.93Attack Success RateSIA+SGM
Evaluation Results
| Method | Links | |
|---|---|---|
| SIA+SGMSource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 95.93 | |
| RFA+SGMSource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 93.52 | |
| MFAA+SGMSource Model=ResNet-50, Attack Category=Feature-related2024.10 | 93.28 | |
| SIA+MUPSource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 90.93 | |
| SIASource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 90.88 | |
| MFAA+MUPSource Model=ResNet-50, Attack Category=Feature-related2024.10 | 90.87 | |
| MFAASource Model=ResNet-50, Attack Category=Feature-related2024.10 | 90.11 | |
| RFA+MUPSource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 88.93 | |
| SMI-FRSM+SGMSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 88.07 | |
| RFASource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 87.71 | |
| SMI-FRSM+MUPSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 83.71 | |
| SMI-FRSMSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 78.11 | |
| PGD+SGMSource Model=ResNet-50, Attack Category=White-box2024.10 | 58.68 | |
| PGD+MUPSource Model=ResNet-50, Attack Category=White-box2024.10 | 50.84 | |
| PGDSource Model=ResNet-50, Attack Category=White-box2024.10 | 45 |