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ResearchFormerly WizWand

Untargeted 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=0.052021.1177.616.6
SAModel=Inception v3, Query budget=1000, Threat model=l_inf, epsilon=0.05, p0=0.052021.1177.66.1
SAModel=Inception v3, Query budget=2500, Threat model=l_inf, epsilon=0.05, p0=0.052021.1177.62.3
SAModel=Inception v3, Query budget=5000, Threat model=l_inf, epsilon=0.05, p0=0.052021.1177.61
MSAModel=Inception v3, Query budget=500, Threat model=l_inf, epsilon=0.05, p0=0.052021.1177.610.2
MSAModel=Inception v3, Query budget=1000, Threat model=l_inf, epsilon=0.05, p0=0.052021.1177.65.1
MSAModel=Inception v3, Query budget=2500, Threat model=l_inf, epsilon=0.05, p0=0.052021.1177.62.6
MSAModel=Inception v3, Query budget=5000, Threat model=l_inf, epsilon=0.05, p0=0.052021.1177.61.3
SAModel=ResNet-50, Query budget=500, Threat model=l_inf, epsilon=0.05, p0=0.052021.1177.38.8
SAModel=ResNet-50, Query budget=1000, Threat model=l_inf, epsilon=0.05, p0=0.052021.1177.35.1
SAModel=ResNet-50, Query budget=2500, Threat model=l_inf, epsilon=0.05, p0=0.052021.1177.30.2
SAModel=ResNet-50, Query budget=5000, Threat model=l_inf, epsilon=0.05, p0=0.052021.1177.30
MSAModel=ResNet-50, Query budget=500, Threat model=l_inf, epsilon=0.05, p0=0.052021.1177.32.9
MSAModel=ResNet-50, Query budget=1000, Threat model=l_inf, epsilon=0.05, p0=0.052021.1177.30.8
MSAModel=ResNet-50, Query budget=2500, Threat model=l_inf, epsilon=0.05, p0=0.052021.1177.30
MSAModel=ResNet-50, Query budget=5000, Threat model=l_inf, epsilon=0.05, p0=0.052021.1177.30
SAModel=VGG-16-BN, Query budget=500, Threat model=l_inf, epsilon=0.05, p0=0.052021.11752.8
SAModel=VGG-16-BN, Query budget=1000, Threat model=l_inf, epsilon=0.05, p0=0.052021.11750.9
SAModel=VGG-16-BN, Query budget=2500, Threat model=l_inf, epsilon=0.05, p0=0.052021.11750
SAModel=VGG-16-BN, Query budget=5000, Threat model=l_inf, epsilon=0.05, p0=0.052021.11750
MSAModel=VGG-16-BN, Query budget=500, Threat model=l_inf, epsilon=0.05, p0=0.052021.11751.8
MSAModel=VGG-16-BN, Query budget=1000, Threat model=l_inf, epsilon=0.05, p0=0.052021.11750.2
MSAModel=VGG-16-BN, Query budget=2500, Threat model=l_inf, epsilon=0.05, p0=0.052021.11750
MSAModel=VGG-16-BN, Query budget=5000, Threat model=l_inf, epsilon=0.05, p0=0.052021.11750