Image Classification Robustness on TissueMNIST MedMNIST v2 (test)
70.57Clean AccuracyBenign
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BenignArchitecture=SENet-182026.05 | 70.57 | 13.5 | 0 | 0 | |
| BenignArchitecture=ResNet-182026.05 | 70.52 | 13.98 | 0 | 0 | |
| NuATArchitecture=ResNet-182026.05 | 65.95 | 29.15 | 16.57 | 9.94 | |
| NuATArchitecture=SENet-182026.05 | 65.64 | 26.34 | 15.99 | 10.52 | |
| ELLEArchitecture=SENet-182026.05 | 60.09 | 48.21 | 47.22 | 44.36 | |
| PGD-2Architecture=ResNet-182026.05 | 59.27 | 49.34 | 48.55 | 47.15 | |
| MultiGradArchitecture=SENet-182026.05 | 59.25 | 48.02 | 32.96 | 31.89 | |
| ELLEArchitecture=ResNet-182026.05 | 59.18 | 49.2 | 48.43 | 46.92 | |
| PGD-2Architecture=SENet-182026.05 | 59.11 | 49.55 | 48.86 | 47.43 | |
| SORAArchitecture=ResNet-182026.05 | 58.71 | 49.67 | 48.81 | 47.36 | |
| MultiGradArchitecture=ResNet-182026.05 | 58.28 | 50.34 | 49.22 | 47.61 | |
| SORAArchitecture=SENet-182026.05 | 57.9 | 50.18 | 49.48 | 48.21 | |
| PGD-10Architecture=ResNet-182026.05 | 57.62 | 50.23 | 49.76 | 48.66 | |
| N-FGSMArchitecture=ResNet-182026.05 | 57.38 | 49.97 | 49.51 | 48.4 | |
| AAERArchitecture=ResNet-182026.05 | 57.38 | 49.97 | 49.51 | 48.39 | |
| N-FGSMArchitecture=SENet-182026.05 | 57.21 | 50.01 | 49.58 | 48.56 | |
| AAERArchitecture=SENet-182026.05 | 57.21 | 50.01 | 49.58 | 48.56 | |
| PGD-10Architecture=SENet-182026.05 | 57.19 | 50.15 | 49.73 | 48.76 | |
| ZeroGradArchitecture=SENet-182026.05 | 56.23 | 70.19 | 0.06 | 0 | |
| FGSM-RSArchitecture=SENet-182026.05 | 56.1 | 86.98 | 0.44 | 0.06 | |
| ZeroGradArchitecture=ResNet-182026.05 | 55.7 | 67.73 | 0.14 | 0.01 | |
| TRADESArchitecture=ResNet-182026.05 | 53.7 | 44.89 | 44.45 | 42.13 | |
| FGSM-RSArchitecture=ResNet-182026.05 | 53.06 | 85.55 | 0.24 | 0.06 | |
| GradAlignArchitecture=SENet-182026.05 | 52.5 | 84.8 | 0.02 | 0.01 | |
| FGSMArchitecture=ResNet-182026.05 | 50.54 | 83.73 | 0.26 | 0.08 | |
| ATASArchitecture=SENet-182026.05 | 48.39 | 51.68 | 18.15 | 15.02 | |
| GradAlignArchitecture=ResNet-182026.05 | 48.24 | 58.93 | 5.9 | 2.78 | |
| FGSMArchitecture=SENet-182026.05 | 47.26 | 84.39 | 0.26 | 0.04 | |
| ATASArchitecture=ResNet-182026.05 | 46.32 | 42.74 | 29.77 | 28.4 |