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ResearchFormerly WizWand

Adversarial Attack Transferability on ImageNet Target: SE154 5000 images (val)

83.47Attack Success Rate (%)RFA+SGM
15.131632.873350.61568.3567Oct 11, 2024
Updated 8mo ago

Evaluation results

MethodLinks
RFA+SGMSource Model=ResNet-50, Attack Category=Parameter-related2024.1083.47
MFAA+SGMSource Model=ResNet-50, Attack Category=Feature-related2024.1077.91
RFA+MUPSource Model=ResNet-50, Attack Category=Parameter-related2024.1077.13
RFASource Model=ResNet-50, Attack Category=Parameter-related2024.1075.16
SIA+SGMSource Model=ResNet-50, Attack Category=Augmentation-related2024.1072.44
MFAA+MUPSource Model=ResNet-50, Attack Category=Feature-related2024.1069.91
MFAASource Model=ResNet-50, Attack Category=Feature-related2024.1067.88
SMI-FRSM+SGMSource Model=ResNet-50, Attack Category=Gradient-related2024.1062.09
SIA+MUPSource Model=ResNet-50, Attack Category=Augmentation-related2024.1057.72
SIASource Model=ResNet-50, Attack Category=Augmentation-related2024.1057.24
SMI-FRSM+MUPSource Model=ResNet-50, Attack Category=Gradient-related2024.1053.27
SMI-FRSMSource Model=ResNet-50, Attack Category=Gradient-related2024.1047.96
PGD+SGMSource Model=ResNet-50, Attack Category=White-box2024.1037.86
PGD+MUPSource Model=ResNet-50, Attack Category=White-box2024.1021.17
PGDSource Model=ResNet-50, Attack Category=White-box2024.1017.76