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ResearchFormerly WizWand

Non-Targeted Adversarial Attack on MNIST

82.45ASRDST
26.321240.893155.46570.0369Apr 3, 2022
Updated 8mo ago

Evaluation results

MethodLinks
DSTTarget Model=AlexNet, Attack Method=BIM, Substitute Model=ResNet-342022.0482.45————
DaSTTarget Model=AlexNet, Attack Method=BIM, Substitute Model=ResNet-342022.0481.52————
DSTTarget Model=AlexNet, Attack Method=C&W, Substitute Model=ResNet-342022.0473.22————
DSTSubstitute Model=ResNet-342022.0472.49————
DSTTarget Model=VGG-16, Attack Method=PGD, Substitute Model=ResNet-342022.0472.49————
DSTTarget Model=AlexNet, Attack Method=PGD, Substitute Model=ResNet-342022.0470.48————
MAZESubstitute Model=VGG-192022.0469.31————
DDG+ASTSubstitute Model=ResNet-502022.0468.37————
DDG+ASTTarget Model=AlexNet, Attack Method=PGD, Substitute Model=ResNet-342022.0468.29————
DDG+ASTSubstitute Model=VGG-162022.0468.28————
MAZESubstitute Model=ResNet-342022.0467.68————
MAZETarget Model=AlexNet, Attack Method=PGD, Substitute Model=ResNet-342022.0465.82————
DDG+ASTSubstitute Model=ResNet-342022.0465.03————
MAZESubstitute Model=ResNet-182022.0464.2————
DSTTarget Model=AlexNet, Attack Method=FGSM, Substitute Model=ResNet-342022.0463.92————
DSTTarget Model=ResNet-18, Attack Method=PGD, Substitute Model=ResNet-342022.0463.72————
DaSTTarget Model=AlexNet, Attack Method=PGD, Substitute Model=ResNet-342022.0463.34————
DDG+ASTSubstitute Model=ResNet-182022.0463.12————
DaSTSubstitute Model=VGG-162022.0462.49————
DaSTSubstitute Model=ResNet-342022.0460.38————
DaSTTarget Model=AlexNet, Attack Method=C&W, Substitute Model=ResNet-342022.0459.37————
DaSTTarget Model=AlexNet, Attack Method=FGSM, Substitute Model=ResNet-342022.0459.32————
DaSTSubstitute Model=VGG-192022.0459.21————
MAZESubstitute Model=VGG-162022.0457.36————
DDG+ASTSubstitute Model=VGG-192022.0457.2————
MAZESubstitute Model=ResNet-502022.0455.47————
DaSTSubstitute Model=ResNet-502022.0449.85————
DaSTSubstitute Model=ResNet-182022.0440.36————
Cosine-UAPTarget Model=AlexNet, Attack Method=PGD, Substitute Model=ResNet-342022.0438.92————
Cosine-UAPTarget Model=VGG-16, Attack Method=PGD, Substitute Model=ResNet-342022.0435.11————
GD-UAPTarget Model=AlexNet, Attack Method=PGD, Substitute Model=ResNet-342022.0433.28————
GD-UAPTarget Model=ResNet-18, Attack Method=PGD, Substitute Model=ResNet-342022.0430.81————
GD-UAPTarget Model=VGG-16, Attack Method=PGD, Substitute Model=ResNet-342022.0429.54————
Cosine-UAPTarget Model=ResNet-18, Attack Method=PGD, Substitute Model=ResNet-342022.0428.48————
DaSTTarget Model=AlexNet, Substitute Model=ResNet-342022.04—59.3281.5263.3459.37
DDG+ASTTarget Model=AlexNet, Substitute Model=ResNet-342022.04—62.4876.768.2969.33
DSTTarget Model=AlexNet, Substitute Model=ResNet-342022.04—63.9282.4570.4873.22
MAZETarget Model=AlexNet, Substitute Model=ResNet-342022.04—56.2574.8365.8270.44