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ResearchFormerly WizWand

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

75.4Attack Success RateRFA+SGM
9.911226.913143.91560.9169Oct 11, 2024
Updated 8mo ago

Evaluation results

MethodLinks
RFA+SGMSource Model=ResNet-50, Attack Category=Parameter-related2024.1075.4
RFA+MUPSource Model=ResNet-50, Attack Category=Parameter-related2024.1067.69
MFAA+SGMSource Model=ResNet-50, Attack Category=Feature-related2024.1066.07
RFASource Model=ResNet-50, Attack Category=Parameter-related2024.1065.63
MFAA+MUPSource Model=ResNet-50, Attack Category=Feature-related2024.1054.19
MFAASource Model=ResNet-50, Attack Category=Feature-related2024.1052.36
SMI-FRSM+SGMSource Model=ResNet-50, Attack Category=Gradient-related2024.1047.51
SIA+SGMSource Model=ResNet-50, Attack Category=Augmentation-related2024.1046.63
SMI-FRSM+MUPSource Model=ResNet-50, Attack Category=Gradient-related2024.1040.5
SMI-FRSMSource Model=ResNet-50, Attack Category=Gradient-related2024.1036.89
SIASource Model=ResNet-50, Attack Category=Augmentation-related2024.1035.27
SIA+MUPSource Model=ResNet-50, Attack Category=Augmentation-related2024.1035.09
PGD+SGMSource Model=ResNet-50, Attack Category=White-box2024.1025.36
PGD+MUPSource Model=ResNet-50, Attack Category=White-box2024.1014.15
PGDSource Model=ResNet-50, Attack Category=White-box2024.1012.43