Image Classification on TinyImageNet (test) (Adversarial Robustness)
61.78Clean AccuracyBenign
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BenignArchitecture=PreActResNet-182026.05 | 61.78 | 0.56 | 0.01 | 0 | |
| ELLEArchitecture=PreActResNet-182026.05 | 48.77 | 21.61 | 18.7 | 14.29 | |
| PGD-2Architecture=PreActResNet-182026.05 | 48.64 | 21.72 | 19.09 | 14.79 | |
| GradAlignArchitecture=PreActResNet-182026.05 | 47.61 | 22.03 | 19.46 | 14.79 | |
| FGSM-RSArchitecture=PreActResNet-182026.05 | 47.46 | 22.31 | 19.67 | 14.95 | |
| ZeroGradArchitecture=PreActResNet-182026.05 | 46.08 | 21.65 | 19.31 | 14.86 | |
| MultiGradArchitecture=PreActResNet-182026.05 | 45.42 | 22.27 | 19.98 | 15.26 | |
| SORAArchitecture=PreActResNet-182026.05 | 45.3 | 22.58 | 20.07 | 15.38 | |
| AAERArchitecture=PreActResNet-182026.05 | 44.72 | 22.02 | 19.94 | 15.71 | |
| N-FGSMArchitecture=PreActResNet-182026.05 | 44.66 | 22.14 | 20.18 | 15.77 | |
| FGSMArchitecture=PreActResNet-182026.05 | 36.61 | 88.21 | 0.01 | 0 | |
| NuATArchitecture=PreActResNet-182026.05 | 34.8 | 24.72 | 16.22 | 10.32 |