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

76.16Attack Success RateRFA+SGM
10.74427.72744.7161.693Oct 11, 2024

Evaluation results

MethodLinks
RFA+SGMSource Model=ResNet-50, Attack Category=Parameter-related2024.1076.16
RFA+MUPSource Model=ResNet-50, Attack Category=Parameter-related2024.1064.95
RFASource Model=ResNet-50, Attack Category=Parameter-related2024.1062.76
MFAA+SGMSource Model=ResNet-50, Attack Category=Feature-related2024.1056.5
SIA+SGMSource Model=ResNet-50, Attack Category=Augmentation-related2024.1043.53
MFAA+MUPSource Model=ResNet-50, Attack Category=Feature-related2024.1043.31
SMI-FRSM+SGMSource Model=ResNet-50, Attack Category=Gradient-related2024.1043.28
MFAASource Model=ResNet-50, Attack Category=Feature-related2024.1042.32
SMI-FRSM+MUPSource Model=ResNet-50, Attack Category=Gradient-related2024.1033.46
SMI-FRSMSource Model=ResNet-50, Attack Category=Gradient-related2024.1031.16
SIA+MUPSource Model=ResNet-50, Attack Category=Augmentation-related2024.1029.68
SIASource Model=ResNet-50, Attack Category=Augmentation-related2024.1029.19
PGD+SGMSource Model=ResNet-50, Attack Category=White-box2024.1023.88
PGD+MUPSource Model=ResNet-50, Attack Category=White-box2024.1014.27
PGDSource Model=ResNet-50, Attack Category=White-box2024.1013.26