Adversarial Attack Transferability on ImageNet Target: TNT-S 5000 images (val)
76.16Attack Success RateRFA+SGM
Evaluation Results
| Method | Links | |
|---|---|---|
| RFA+SGMSource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 76.16 | |
| RFA+MUPSource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 64.95 | |
| RFASource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 62.76 | |
| MFAA+SGMSource Model=ResNet-50, Attack Category=Feature-related2024.10 | 56.5 | |
| SIA+SGMSource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 43.53 | |
| MFAA+MUPSource Model=ResNet-50, Attack Category=Feature-related2024.10 | 43.31 | |
| SMI-FRSM+SGMSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 43.28 | |
| MFAASource Model=ResNet-50, Attack Category=Feature-related2024.10 | 42.32 | |
| SMI-FRSM+MUPSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 33.46 | |
| SMI-FRSMSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 31.16 | |
| SIA+MUPSource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 29.68 | |
| SIASource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 29.19 | |
| PGD+SGMSource Model=ResNet-50, Attack Category=White-box2024.10 | 23.88 | |
| PGD+MUPSource Model=ResNet-50, Attack Category=White-box2024.10 | 14.27 | |
| PGDSource Model=ResNet-50, Attack Category=White-box2024.10 | 13.26 |