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ResearchFormerly WizWand

Adversarial Attack Transferability on ImageNet Target: Visformer-S 5000 images (val)

73.28Attack Success RateRFA+SGM
6.179223.599641.0258.4404Oct 11, 2024
Updated 8mo ago

Evaluation results

MethodLinks
RFA+SGMSource Model=ResNet-50, Attack Category=Parameter-related2024.1073.28
RFA+MUPSource Model=ResNet-50, Attack Category=Parameter-related2024.1063.28
RFASource Model=ResNet-50, Attack Category=Parameter-related2024.1060.68
MFAA+SGMSource Model=ResNet-50, Attack Category=Feature-related2024.1042.25
SIA+SGMSource Model=ResNet-50, Attack Category=Augmentation-related2024.1041.9
SMI-FRSM+SGMSource Model=ResNet-50, Attack Category=Gradient-related2024.1041.56
MFAA+MUPSource Model=ResNet-50, Attack Category=Feature-related2024.1035.94
MFAASource Model=ResNet-50, Attack Category=Feature-related2024.1034.6
SMI-FRSM+MUPSource Model=ResNet-50, Attack Category=Gradient-related2024.1030.31
SMI-FRSMSource Model=ResNet-50, Attack Category=Gradient-related2024.1028.03
SIASource Model=ResNet-50, Attack Category=Augmentation-related2024.1027.88
SIA+MUPSource Model=ResNet-50, Attack Category=Augmentation-related2024.1027.59
PGD+SGMSource Model=ResNet-50, Attack Category=White-box2024.1022.09
PGD+MUPSource Model=ResNet-50, Attack Category=White-box2024.109.75
PGDSource Model=ResNet-50, Attack Category=White-box2024.108.76