Image Classification on TinyImageNet (Adversarial Robustness Evaluation)
63Clean AccuracyBenign
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BenignArchitecture=ResNet-182026.05 | 63 | 1.05 | 0.03 | 0 | |
| BenignArchitecture=SENet-182026.05 | 61.78 | 0.92 | 0.06 | 0 | |
| SORABackbone=WideResNet-282026.05 | 54.59 | 22.84 | 18.73 | 14.31 | |
| ELLEArchitecture=ResNet-182026.05 | 49.43 | 21.67 | 18.56 | 14.4 | |
| PGD-2Architecture=ResNet-182026.05 | 49.4 | 22.34 | 19.43 | 15.13 | |
| N-FGSMBackbone=WideResNet-282026.05 | 48.47 | 23.83 | 21.21 | 16.58 | |
| ELLEArchitecture=SENet-182026.05 | 48.42 | 21.26 | 18.41 | 13.87 | |
| GradAlignArchitecture=ResNet-182026.05 | 48.19 | 22.3 | 19.47 | 15.12 | |
| PGD-2Architecture=SENet-182026.05 | 48.07 | 21.73 | 19.21 | 14.66 | |
| GradAlignArchitecture=SENet-182026.05 | 47 | 21.91 | 19.51 | 14.55 | |
| ZeroGradArchitecture=ResNet-182026.05 | 46.66 | 22.17 | 19.44 | 15.09 | |
| FGSM-RSArchitecture=SENet-182026.05 | 46.41 | 21.57 | 19.02 | 14.37 | |
| MultiGradArchitecture=ResNet-182026.05 | 46.24 | 22.69 | 20.26 | 15.78 | |
| FGSM-RSArchitecture=ResNet-182026.05 | 45.92 | 17.59 | 0.05 | 0 | |
| SORAArchitecture=ResNet-182026.05 | 45.83 | 22.86 | 20.45 | 15.72 | |
| NuATArchitecture=ResNet-182026.05 | 45.35 | 27.09 | 11.22 | 2.39 | |
| ZeroGradArchitecture=SENet-182026.05 | 45.24 | 21.36 | 19.19 | 14.55 | |
| N-FGSMArchitecture=ResNet-182026.05 | 45.19 | 22.36 | 20.16 | 15.68 | |
| AAERArchitecture=ResNet-182026.05 | 45.11 | 22.45 | 20.29 | 15.85 | |
| MultiGradArchitecture=SENet-182026.05 | 44.87 | 22.04 | 19.86 | 15.03 | |
| SORAArchitecture=SENet-182026.05 | 44.11 | 22.21 | 20.39 | 15.2 | |
| AAERArchitecture=SENet-182026.05 | 43.59 | 21.79 | 20.04 | 15.26 | |
| N-FGSMArchitecture=SENet-182026.05 | 43.4 | 21.88 | 20.17 | 15.25 | |
| ZeroGradBackbone=WideResNet-282026.05 | 43.13 | 59.34 | 0 | 0 | |
| FGSMArchitecture=SENet-182026.05 | 42.82 | 20.81 | 18.94 | 14.21 | |
| AAERBackbone=WideResNet-282026.05 | 42.23 | 21.31 | 19.43 | 16.56 | |
| FGSMArchitecture=ResNet-182026.05 | 39.1 | 38.16 | 5.75 | 4.3 | |
| FGSMBackbone=WideResNet-282026.05 | 33.8 | 64.24 | 0.01 | 0 | |
| FGSM-RSBackbone=WideResNet-282026.05 | 29.96 | 64.75 | 0 | 0 | |
| NuATArchitecture=SENet-182026.05 | 26.88 | 16.91 | 16.44 | 11.95 |