Image Classification on CIFAR-10 (test) (Adversarial Robustness Metrics: FGSM, PGD)
93.99Accuracy (Clean)Benign
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BenignArchitecture=WideResNet-282026.05 | 93.99 | 10.13 | 0 | 0 | |
| ATASArchitecture=WideResNet-282026.05 | 89.07 | 54.58 | 44.11 | 39.52 | |
| PGD-2Architecture=WideResNet-282026.05 | 87.27 | 55.2 | 46.97 | 42.69 | |
| NuATArchitecture=WideResNet-282026.05 | 86.53 | 56.08 | 29.37 | 7.13 | |
| FGSMArchitecture=WideResNet-282026.05 | 86.07 | 78.82 | 0.09 | 0 | |
| GradAlignArchitecture=WideResNet-282026.05 | 85.72 | 55.42 | 47.92 | 43.63 | |
| MultiGradArchitecture=WideResNet-282026.05 | 84.92 | 55.98 | 48.6 | 43.85 | |
| FGSM-RSArchitecture=WideResNet-282026.05 | 84.12 | 92.1 | 0.06 | 0 | |
| SORAArchitecture=WideResNet-282026.05 | 83.44 | 55.74 | 49.46 | 44.96 | |
| PGD-10Architecture=WideResNet-282026.05 | 83.34 | 57.04 | 51.89 | 47.17 | |
| AAERArchitecture=WideResNet-282026.05 | 82.67 | 55.24 | 49.42 | 45.27 | |
| N-FGSMArchitecture=WideResNet-282026.05 | 82.54 | 55.26 | 49.48 | 45.26 | |
| ZeroGradArchitecture=WideResNet-282026.05 | 81.66 | 87.39 | 0.01 | 0 | |
| Free ATArchitecture=WideResNet-282026.05 | 80.62 | 52.52 | 48.3 | 44.28 | |
| TRADESArchitecture=WideResNet-282026.05 | 80.43 | 55.8 | 52.14 | 47.77 | |
| ELLEArchitecture=WideResNet-282026.05 | 54.71 | 41.62 | 18.61 | 16.89 |