Image Classification on CIFAR10 8/255 noise (test)
85.07Natural AccuracyPGD-2
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PGD-2Backbone=PreActResNet-18, Threat Model=L_infinity, Averaging Seeds=32024.04 | 85.07 | 45.27 | |
| RS-FGSMBackbone=PreActResNet-18, Threat Model=L_infinity, Averaging Seeds=32024.04 | 83.91 | 46.01 | |
| RS-AAERBackbone=PreActResNet-18, Threat Model=L_infinity, Averaging Seeds=32024.04 | 83.83 | 46.14 | |
| Grad AlignBackbone=PreActResNet-18, Threat Model=L_infinity, Averaging Seeds=32024.04 | 82.1 | 47.77 | |
| MultiGradBackbone=PreActResNet-18, Threat Model=L_infinity, Averaging Seeds=32024.04 | 81.65 | 47.93 | |
| ZeroGradBackbone=PreActResNet-18, Threat Model=L_infinity, Averaging Seeds=32024.04 | 81.6 | 47.56 | |
| N-AAERBackbone=PreActResNet-18, Threat Model=L_infinity, Averaging Seeds=32024.04 | 80.56 | 48.31 | |
| PGD-10(20)Backbone=PreActResNet-18, Threat Model=L_infinity, Averaging Seeds=32024.04 | 80.55 | 50.67 | |
| N-FGSMBackbone=PreActResNet-18, Threat Model=L_infinity, Averaging Seeds=32024.04 | 80.48 | 47.91 | |
| FreeATBackbone=PreActResNet-18, Threat Model=L_infinity, Averaging Seeds=32024.04 | 76.2 | 43.74 |