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ResearchFormerly WizWand

Black-box Adversarial Attack on ImageNet (val)

56.67Attack Success RateSIA+SGM
14.726825.615936.50547.3941Oct 11, 2024
Updated 7mo ago

Evaluation results

MethodLinks
SIA+SGMSource Model=ViT-B, Attack Category=Augmentation-related2024.1056.67
SIA+MUPSource Model=ViT-B, Attack Category=Augmentation-related2024.1047.57
SIASource Model=ViT-B, Attack Category=Augmentation-related2024.1047.42
RFA+SGMSource Model=ViT-B, Attack Category=Parameter-related2024.1046.69
MFAA+SGMSource Model=ViT-B, Attack Category=Feature-related2024.1040.8
RFA+MUPSource Model=ViT-B, Attack Category=Parameter-related2024.1040.8
RFASource Model=ViT-B, Attack Category=Parameter-related2024.1040.06
SMI-FRSM+SGMSource Model=ViT-B, Attack Category=Gradient-related2024.1034.21
TGR+SGMSource Model=ViT-B, Attack Category=ViT-specific2024.1030.41
SMI-FRSM+MUPSource Model=ViT-B, Attack Category=Gradient-related2024.1030.39
SMI-FRSMSource Model=ViT-B, Attack Category=Gradient-related2024.1029.76
TGR+MUPSource Model=ViT-B, Attack Category=ViT-specific2024.1027.83
MFAASource Model=ViT-B, Attack Category=Feature-related2024.1027.25
MFAA+MUPSource Model=ViT-B, Attack Category=Feature-related2024.1027.02
TGRSource Model=ViT-B, Attack Category=ViT-specific2024.1025.99
VDC+SGMSource Model=ViT-B, Attack Category=ViT-specific2024.1024.08
PGD+SGMSource Model=ViT-B, Attack Category=White-box2024.1021.04
VDC+MUPSource Model=ViT-B, Attack Category=ViT-specific2024.1021
VDCSource Model=ViT-B, Attack Category=ViT-specific2024.1020.05
PGD+MUPSource Model=ViT-B, Attack Category=White-box2024.1017.39
PGDSource Model=ViT-B, Attack Category=White-box2024.1016.34