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ResearchFormerly WizWand

Non-Targeted Adversarial Attack on CIFAR-10

64.9ASRDST
21.823233.006644.1955.3734Apr 3, 2022
Updated 8mo ago

Evaluation results

MethodLinks
DSTTarget Model=VGG-16, Attack Method=BIM, Substitute Model=ResNet-342022.0464.9————
DSTTarget Model=VGG-16, Attack Method=C&W, Substitute Model=ResNet-342022.0459.17————
DSTTarget Model=VGG-16, Attack Method=PGD, Substitute Model=ResNet-342022.0458.21————
DaSTTarget Model=VGG-16, Attack Method=PGD, Substitute Model=ResNet-342022.0456.25————
DSTSubstitute Model=ResNet-342022.0454.93————
MAZESubstitute Model=ResNet-342022.0452.99————
DDG+ASTSubstitute Model=VGG-192022.0452.3————
MAZESubstitute Model=ResNet-502022.0450.35————
DDG+ASTSubstitute Model=ResNet-342022.0450.3————
MAZETarget Model=VGG-16, Attack Method=PGD, Substitute Model=ResNet-342022.0450.13————
DDG+ASTSubstitute Model=ResNet-502022.0449.46————
DaSTSubstitute Model=ResNet-342022.0449.36————
DSTTarget Model=VGG-16, Attack Method=FGSM, Substitute Model=ResNet-342022.0449.21————
DDG+ASTSubstitute Model=ResNet-182022.0447.21————
DaSTSubstitute Model=VGG-192022.0445.83————
DaSTSubstitute Model=ResNet-502022.0443.2————
MAZESubstitute Model=ResNet-182022.0438.47————
MAZESubstitute Model=VGG-162022.0436.88————
DDG+ASTSubstitute Model=VGG-162022.0436.02————
DaSTSubstitute Model=ResNet-182022.0434.87————
MAZESubstitute Model=VGG-192022.0429.42————
DaSTSubstitute Model=VGG-162022.0423.48————
DaSTTarget Model=VGG-16, Substitute Model=ResNet-342022.04—42.4153.9256.2557.28
DDG+ASTTarget Model=VGG-16, Substitute Model=ResNet-342022.04—44.1259.0353.9156.28
DSTTarget Model=VGG-16, Substitute Model=ResNet-342022.04—49.2164.958.2159.17
MAZETarget Model=VGG-16, Substitute Model=ResNet-342022.04—46.5762.9150.1348.12