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ResearchFormerly WizWand

Adversarial Attack Transferability on ImageNet Target: DN201 5000 images (val)

96.5Attack Success RateRFA+SGM
41.06855.45969.8584.241Oct 11, 2024
Updated 8mo ago

Evaluation results

MethodLinks
RFA+SGMSource Model=ResNet-50, Attack Category=Parameter-related2024.1096.5
RFA+MUPSource Model=ResNet-50, Attack Category=Parameter-related2024.1094.37
RFASource Model=ResNet-50, Attack Category=Parameter-related2024.1093.27
MFAA+SGMSource Model=ResNet-50, Attack Category=Feature-related2024.1091.49
SIA+SGMSource Model=ResNet-50, Attack Category=Augmentation-related2024.1090.24
MFAA+MUPSource Model=ResNet-50, Attack Category=Feature-related2024.1089.76
MFAASource Model=ResNet-50, Attack Category=Feature-related2024.1088.67
SMI-FRSM+SGMSource Model=ResNet-50, Attack Category=Gradient-related2024.1087.85
SIA+MUPSource Model=ResNet-50, Attack Category=Augmentation-related2024.1084.91
SIASource Model=ResNet-50, Attack Category=Augmentation-related2024.1084.88
SMI-FRSM+MUPSource Model=ResNet-50, Attack Category=Gradient-related2024.1084.3
SMI-FRSMSource Model=ResNet-50, Attack Category=Gradient-related2024.1079.46
PGD+SGMSource Model=ResNet-50, Attack Category=White-box2024.1064.99
PGD+MUPSource Model=ResNet-50, Attack Category=White-box2024.1049.45
PGDSource Model=ResNet-50, Attack Category=White-box2024.1043.2