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ResearchFormerly WizWand

Adversarial Attack Transferability on ImageNet Target: VGG16 5000 images (val)

95.93Attack Success RateSIA+SGM
42.962856.713970.46584.2161Oct 11, 2024
Updated 7mo ago

Evaluation results

MethodLinks
SIA+SGMSource Model=ResNet-50, Attack Category=Augmentation-related2024.1095.93
RFA+SGMSource Model=ResNet-50, Attack Category=Parameter-related2024.1093.52
MFAA+SGMSource Model=ResNet-50, Attack Category=Feature-related2024.1093.28
SIA+MUPSource Model=ResNet-50, Attack Category=Augmentation-related2024.1090.93
SIASource Model=ResNet-50, Attack Category=Augmentation-related2024.1090.88
MFAA+MUPSource Model=ResNet-50, Attack Category=Feature-related2024.1090.87
MFAASource Model=ResNet-50, Attack Category=Feature-related2024.1090.11
RFA+MUPSource Model=ResNet-50, Attack Category=Parameter-related2024.1088.93
SMI-FRSM+SGMSource Model=ResNet-50, Attack Category=Gradient-related2024.1088.07
RFASource Model=ResNet-50, Attack Category=Parameter-related2024.1087.71
SMI-FRSM+MUPSource Model=ResNet-50, Attack Category=Gradient-related2024.1083.71
SMI-FRSMSource Model=ResNet-50, Attack Category=Gradient-related2024.1078.11
PGD+SGMSource Model=ResNet-50, Attack Category=White-box2024.1058.68
PGD+MUPSource Model=ResNet-50, Attack Category=White-box2024.1050.84
PGDSource Model=ResNet-50, Attack Category=White-box2024.1045