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ResearchFormerly WizWand

Adversarial Attack Transferability on ImageNet Target: VGG19 5000 images (val)

93.99Attack Success RateRFA+SGM
41.459655.097368.73582.3727Oct 11, 2024
Updated 7mo ago

Evaluation results

MethodLinks
RFA+SGMSource Model=ResNet-50, Attack Category=Parameter-related2024.1093.99
MFAA+SGMSource Model=ResNet-50, Attack Category=Feature-related2024.1093.47
SIA+SGMSource Model=ResNet-50, Attack Category=Augmentation-related2024.1093.09
MFAA+MUPSource Model=ResNet-50, Attack Category=Feature-related2024.1090.94
MFAASource Model=ResNet-50, Attack Category=Feature-related2024.1090.29
RFA+MUPSource Model=ResNet-50, Attack Category=Parameter-related2024.1090.27
RFASource Model=ResNet-50, Attack Category=Parameter-related2024.1088.74
SIA+MUPSource Model=ResNet-50, Attack Category=Augmentation-related2024.1087.71
SIASource Model=ResNet-50, Attack Category=Augmentation-related2024.1087.39
SMI-FRSM+SGMSource Model=ResNet-50, Attack Category=Gradient-related2024.1087.09
SMI-FRSM+MUPSource Model=ResNet-50, Attack Category=Gradient-related2024.1082.93
SMI-FRSMSource Model=ResNet-50, Attack Category=Gradient-related2024.1077.39
PGD+SGMSource Model=ResNet-50, Attack Category=White-box2024.1056.78
PGD+MUPSource Model=ResNet-50, Attack Category=White-box2024.1049.52
PGDSource Model=ResNet-50, Attack Category=White-box2024.1043.48