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ResearchFormerly WizWand

Image Classification on CIFAR-10 (test) (PGD-50-10 Robustness)

92.86Clean AccuracyRS-FGSM
55.305665.055374.80584.5547May 5, 2025
Updated 5mo ago

Evaluation results

MethodLinks
RS-FGSMepsilon (epsilon * 255)=2, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0592.8680.91
ZeroGradepsilon (epsilon * 255)=2, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0592.6281.41
GradAlignepsilon (epsilon * 255)=2, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0592.5481.32
N-FGSMepsilon (epsilon * 255)=2, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0592.4981.42
lp-FGSMepsilon (epsilon * 255)=2, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0591.1280.84
RS-FGSMepsilon (epsilon * 255)=4, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0590.7468.24
ZeroGradepsilon (epsilon * 255)=4, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0590.2169.21
GradAlignepsilon (epsilon * 255)=4, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0589.9369.8
N-FGSMepsilon (epsilon * 255)=4, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0589.6469.1
RS-FGSMepsilon (epsilon * 255)=6, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0588.2557.24
lp-FGSMepsilon (epsilon * 255)=4, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0588.0769.62
GradAlignepsilon (epsilon * 255)=6, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0586.9459.14
ZeroGradepsilon (epsilon * 255)=6, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0586.1158.44
N-FGSMepsilon (epsilon * 255)=6, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0585.7458.26
ZeroGradepsilon (epsilon * 255)=8, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0584.1648.32
RS-FGSMepsilon (epsilon * 255)=8, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0583.610
lp-FGSMepsilon (epsilon * 255)=6, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0583.2359.24
RS-FGSMepsilon (epsilon * 255)=10, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0582.170
GradAlignepsilon (epsilon * 255)=8, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0582.1650.12
lp-FGSMepsilon (epsilon * 255)=8, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0581.6751.31
N-FGSMepsilon (epsilon * 255)=8, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0581.6449.51
ZeroGradepsilon (epsilon * 255)=10, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0581.2936.18
GradAlignepsilon (epsilon * 255)=10, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0579.4241.42
ZeroGradepsilon (epsilon * 255)=12, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0579.3328.26
RS-FGSMepsilon (epsilon * 255)=12, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0578.640
ZeroGradepsilon (epsilon * 255)=14, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0578.1818.56
N-FGSMepsilon (epsilon * 255)=10, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0576.9442.39
lp-FGSMepsilon (epsilon * 255)=10, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0576.6145.87
ZeroGradepsilon (epsilon * 255)=16, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0575.4314.66
GradAlignepsilon (epsilon * 255)=12, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0573.7235.16
RS-FGSMepsilon (epsilon * 255)=14, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0573.270
lp-FGSMepsilon (epsilon * 255)=12, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0572.8441.09
N-FGSMepsilon (epsilon * 255)=12, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0572.1836.82
RS-FGSMepsilon (epsilon * 255)=16, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0568.680
N-FGSMepsilon (epsilon * 255)=14, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0567.8631.68
lp-FGSMepsilon (epsilon * 255)=14, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0566.5838.65
GradAlignepsilon (epsilon * 255)=14, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0566.4130.85
lp-FGSMepsilon (epsilon * 255)=16, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0563.8437.16
GradAlignepsilon (epsilon * 255)=16, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0557.8826.24
N-FGSMepsilon (epsilon * 255)=16, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.0556.7525.11