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ResearchFormerly WizWand

Adversarial Attack Transferability on ImageNet Target: RN152 5000 images (val)

99.98Attack Success RatePGD+SGM
52.722464.991277.2689.5288Oct 11, 2024
Updated 7mo ago

Evaluation results

MethodLinks
PGD+SGMSource Model=ResNet-50, Attack Category=White-box2024.1099.98
RFA+SGMSource Model=ResNet-50, Attack Category=Parameter-related2024.1097.29
RFA+MUPSource Model=ResNet-50, Attack Category=Parameter-related2024.1096.15
MFAA+SGMSource Model=ResNet-50, Attack Category=Feature-related2024.1096.12
MFAA+MUPSource Model=ResNet-50, Attack Category=Feature-related2024.1095.39
MFAASource Model=ResNet-50, Attack Category=Feature-related2024.1095.32
RFASource Model=ResNet-50, Attack Category=Parameter-related2024.1095.3
SIA+SGMSource Model=ResNet-50, Attack Category=Augmentation-related2024.1093.22
SMI-FRSM+SGMSource Model=ResNet-50, Attack Category=Gradient-related2024.1092.89
SMI-FRSM+MUPSource Model=ResNet-50, Attack Category=Gradient-related2024.1091.16
SIA+MUPSource Model=ResNet-50, Attack Category=Augmentation-related2024.1089.3
SIASource Model=ResNet-50, Attack Category=Augmentation-related2024.1088.71
SMI-FRSMSource Model=ResNet-50, Attack Category=Gradient-related2024.1086.68
PGD+MUPSource Model=ResNet-50, Attack Category=White-box2024.1061.41
PGDSource Model=ResNet-50, Attack Category=White-box2024.1054.54