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ResearchFormerly WizWand

Adversarial Attack Transferability on ImageNet Target: ConViT-B 5000 images (val)

51.37Attack Success Rate (ASR)RFA+SGM
0.836413.955727.07540.1943Oct 11, 2024
Updated 8mo ago

Evaluation results

MethodLinks
RFA+SGMSource Model=ResNet-50, Attack Category=Parameter-related2024.1051.37
RFA+MUPSource Model=ResNet-50, Attack Category=Parameter-related2024.1038.93
RFASource Model=ResNet-50, Attack Category=Parameter-related2024.1036.82
SMI-FRSM+SGMSource Model=ResNet-50, Attack Category=Gradient-related2024.1018.64
MFAA+SGMSource Model=ResNet-50, Attack Category=Feature-related2024.1015.04
SIA+SGMSource Model=ResNet-50, Attack Category=Augmentation-related2024.1012.4
SMI-FRSM+MUPSource Model=ResNet-50, Attack Category=Gradient-related2024.1011.46
MFAA+MUPSource Model=ResNet-50, Attack Category=Feature-related2024.1010.81
SMI-FRSMSource Model=ResNet-50, Attack Category=Gradient-related2024.1010.77
MFAASource Model=ResNet-50, Attack Category=Feature-related2024.1010.14
PGD+SGMSource Model=ResNet-50, Attack Category=White-box2024.107.92
SIASource Model=ResNet-50, Attack Category=Augmentation-related2024.106.63
SIA+MUPSource Model=ResNet-50, Attack Category=Augmentation-related2024.106.48
PGD+MUPSource Model=ResNet-50, Attack Category=White-box2024.102.96
PGDSource Model=ResNet-50, Attack Category=White-box2024.102.78