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ResearchFormerly WizWand

Image Classification on CIFAR100 (Robust Accuracy)

23.78Robust AccuracyPGD-10 (20)
-0.95125.469411.8918.3106Apr 11, 2024
Updated 8mo ago

Evaluation results

MethodLinks
PGD-10 (20)Noise Magnitude=8/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0423.78
N-AAERNoise Magnitude=8/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0422.93
N-FGSMNoise Magnitude=8/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0422.68
PGD-2Noise Magnitude=8/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0422.52
Grad AlignNoise Magnitude=8/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0421.87
MultiGradNoise Magnitude=8/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0421.62
RS-AAERNoise Magnitude=8/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0421.41
ZeroGradNoise Magnitude=8/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0421.15
FreeATNoise Magnitude=8/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0418.28
PGD-10 (20)Noise Magnitude=12/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0415.61
N-AAERNoise Magnitude=12/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0414.73
N-FGSMNoise Magnitude=12/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0414.57
Grad AlignNoise Magnitude=12/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0413.78
PGD-2Noise Magnitude=12/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0413.69
FreeATNoise Magnitude=12/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0412.37
RS-AAERNoise Magnitude=12/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0412.31
PGD-10 (20)Noise Magnitude=16/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0410.93
N-AAERNoise Magnitude=16/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0410.35
N-FGSMNoise Magnitude=16/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.0410.3
Grad AlignNoise Magnitude=16/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.049.64
PGD-2Noise Magnitude=16/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.049.56
RS-AAERNoise Magnitude=16/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.048.56
RS-FGSMNoise Magnitude=8/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.047.98
PGD-10 (20)Noise Magnitude=32/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.044.13
N-AAERNoise Magnitude=32/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.043.46
RS-AAERNoise Magnitude=32/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.042.93
Grad AlignNoise Magnitude=32/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.041.76
PGD-2Noise Magnitude=32/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.041.76
FreeATNoise Magnitude=16/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.040
FreeATNoise Magnitude=32/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.040
RS-FGSMNoise Magnitude=12/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.040
RS-FGSMNoise Magnitude=16/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.040
RS-FGSMNoise Magnitude=32/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.040
N-FGSMNoise Magnitude=32/255, Backbone=PreactResNet-18, Threat Model=L_inf, Evaluation Protocol=Auto Attack2024.040