Image Classification on CIFAR-100 (test) (Adversarial Robustness Profile)
73.66Clean AccuracyBenign
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BenignArchitecture=SENet-182026.05 | 73.66 | 6.46 | 0.09 | 0 | |
| ATASArchitecture=SENet-182026.05 | 62.48 | 27.12 | 21.31 | 17.7 | |
| PGD-2Architecture=SENet-182026.05 | 57.69 | 28.43 | 24.84 | 20.55 | |
| ELLEArchitecture=SENet-182026.05 | 57.04 | 27.35 | 23.7 | 19.41 | |
| GradAlignArchitecture=SENet-182026.05 | 56.44 | 28.34 | 25.06 | 20.71 | |
| ZeroGradArchitecture=SENet-182026.05 | 55.24 | 28.21 | 25.11 | 20.64 | |
| MultiGradArchitecture=SENet-182026.05 | 54.36 | 28.79 | 25.86 | 21.35 | |
| TRADESArchitecture=SENet-182026.05 | 54.11 | 29.41 | 27.49 | 22.43 | |
| SORAArchitecture=SENet-182026.05 | 53.61 | 28.95 | 26.44 | 21.76 | |
| FGSMArchitecture=SENet-182026.05 | 53.47 | 40.7 | 0.14 | 0 | |
| PGD-10Architecture=SENet-182026.05 | 52.52 | 29.11 | 26.94 | 22.4 | |
| N-FGSMArchitecture=SENet-182026.05 | 52.3 | 28.27 | 25.85 | 21.55 | |
| AAERArchitecture=SENet-182026.05 | 52.23 | 28.5 | 26.12 | 21.59 | |
| FGSM-RSArchitecture=SENet-182026.05 | 49.62 | 44.65 | 7.87 | 5.71 | |
| Free ATArchitecture=SENet-182026.05 | 48.56 | 25.53 | 23.65 | 19.3 | |
| NuATArchitecture=SENet-182026.05 | 47.58 | 28.41 | 26.96 | 21.44 |