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Image Classification on CIFAR-100 (Adversarial Robustness Evaluation: PGD, CW, SH, AA)

63.19Accuracy (Natural)iGAT_SoE
55.202857.276459.3561.4236Oct 27, 2023

Evaluation results

MethodLinks
iGAT_SoECombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1063.1921.8919.735.616.16
iGAT_DVERGECombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1063.1423.222.533.5618.59
DVERGECombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1063.0920.0420.0132.7417.27
iGAT_SoECombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1063.0216.0211.4523.778.95
SoECombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1062.621611.424.258.62
SoECombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1062.620.5419.636.3515.9
GALCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1061.7222.0421.631.9718.01
iGAT_DVERGECombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1061.5420.3817.827.8813.89
DVERGECombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1061.220.0815.327.1812.09
ADPCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1060.4620.9720.5530.2617.37
iGAT_ADPCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1060.1722.2320.7530.4617.88
iGAT_CLDLCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1059.6318.7818.229.4914.36
GALCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1059.3919.313.624.7310.36
TRSCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1058.1810.3210.1215.786.32
CLDLCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1058.0918.4718.0129.3315.52
TRSCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1057.219.989.2314.214.34
iGAT_CLDLCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1056.9120.7614.0920.435.2
iGAT_ADPCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1056.2917.8914.121.4710.09
ADPCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1056.217.8613.721.410.03
CLDLCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1055.5118.8913.0722.144.51