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ResearchFormerly WizWand

Targeted Adversarial Attack on ImageNet 1000 images (val)

77.6Clean AccuracySA
74.89675.59876.377.002Nov 2, 2021
Updated 8mo ago

Evaluation results

MethodLinks
SAModel=Inception v3, Query budget=500, Threat model=l_inf, epsilon=0.05, p0=0.012021.1177.677.5
SAModel=Inception v3, Query budget=1000, Threat model=l_inf, epsilon=0.05, p0=0.012021.1177.676.4
SAModel=Inception v3, Query budget=2500, Threat model=l_inf, epsilon=0.05, p0=0.012021.1177.670.9
SAModel=Inception v3, Query budget=5000, Threat model=l_inf, epsilon=0.05, p0=0.012021.1177.659.8
MSAModel=Inception v3, Query budget=500, Threat model=l_inf, epsilon=0.05, p0=0.012021.1177.674.4
MSAModel=Inception v3, Query budget=1000, Threat model=l_inf, epsilon=0.05, p0=0.012021.1177.670.6
MSAModel=Inception v3, Query budget=2500, Threat model=l_inf, epsilon=0.05, p0=0.012021.1177.660.1
MSAModel=Inception v3, Query budget=5000, Threat model=l_inf, epsilon=0.05, p0=0.012021.1177.649.5
SAModel=ResNet-50, Query budget=500, Threat model=l_inf, epsilon=0.05, p0=0.012021.1177.376.9
SAModel=ResNet-50, Query budget=1000, Threat model=l_inf, epsilon=0.05, p0=0.012021.1177.375.1
SAModel=ResNet-50, Query budget=2500, Threat model=l_inf, epsilon=0.05, p0=0.012021.1177.362.5
SAModel=ResNet-50, Query budget=5000, Threat model=l_inf, epsilon=0.05, p0=0.012021.1177.334.4
MSAModel=ResNet-50, Query budget=500, Threat model=l_inf, epsilon=0.05, p0=0.012021.1177.367.1
MSAModel=ResNet-50, Query budget=1000, Threat model=l_inf, epsilon=0.05, p0=0.012021.1177.352
MSAModel=ResNet-50, Query budget=2500, Threat model=l_inf, epsilon=0.05, p0=0.012021.1177.327.8
MSAModel=ResNet-50, Query budget=5000, Threat model=l_inf, epsilon=0.05, p0=0.012021.1177.312.1
SAModel=VGG-16-BN, Query budget=500, Threat model=l_inf, epsilon=0.05, p0=0.012021.117574.5
SAModel=VGG-16-BN, Query budget=1000, Threat model=l_inf, epsilon=0.05, p0=0.012021.117572.2
SAModel=VGG-16-BN, Query budget=2500, Threat model=l_inf, epsilon=0.05, p0=0.012021.117551.5
SAModel=VGG-16-BN, Query budget=5000, Threat model=l_inf, epsilon=0.05, p0=0.012021.117517.4
MSAModel=VGG-16-BN, Query budget=500, Threat model=l_inf, epsilon=0.05, p0=0.012021.117562.5
MSAModel=VGG-16-BN, Query budget=1000, Threat model=l_inf, epsilon=0.05, p0=0.012021.117545.2
MSAModel=VGG-16-BN, Query budget=2500, Threat model=l_inf, epsilon=0.05, p0=0.012021.117516.5
MSAModel=VGG-16-BN, Query budget=5000, Threat model=l_inf, epsilon=0.05, p0=0.012021.11753.5