Image Classification on PathMNIST (Adversarial Robustness)
89.45Clean AccuracyBenign
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BenignArchitecture=WideResNet-282026.05 | 89.45 | 15.31 | 2.14 | 1.55 | |
| BenignArchitecture=PreActResNet-182026.05 | 88.2 | 12.07 | 0.84 | 0.47 | |
| NuATArchitecture=WideResNet-282026.05 | 87.79 | 55.68 | 21.46 | 13.01 | |
| SORAArchitecture=WideResNet-282026.05 | 86.53 | 53.89 | 39.34 | 31.73 | |
| NuATArchitecture=SENet-182026.05 | 86.37 | 55.33 | 24.19 | 13.4 | |
| MultiGradArchitecture=WideResNet-282026.05 | 85.79 | 59.65 | 40.97 | 29.48 | |
| BenignArchitecture=SENet-182026.05 | 85.75 | 11.77 | 0.28 | 0.13 | |
| SORAArchitecture=SENet-182026.05 | 85.32 | 56.35 | 41.21 | 34.76 | |
| SORAArchitecture=PreActResNet-182026.05 | 84.88 | 55.59 | 43.56 | 35.54 | |
| AAERArchitecture=WideResNet-282026.05 | 84.2 | 87.43 | 22.79 | 12.92 | |
| PGD-2Architecture=WideResNet-282026.05 | 84.1 | 54.88 | 46.22 | 38.68 | |
| N-FGSMArchitecture=WideResNet-282026.05 | 84.01 | 90.8 | 16.34 | 8.77 | |
| PGD-2Architecture=PreActResNet-182026.05 | 83.49 | 55.27 | 47.5 | 40.84 | |
| NuATArchitecture=ViT-Small2026.05 | 83.4 | 86.48 | 15.68 | 13.73 | |
| NuATArchitecture=PreActResNet-182026.05 | 82.73 | 66.51 | 25.69 | 10.43 | |
| PGD-2Architecture=SENet-182026.05 | 82.37 | 55.18 | 48.43 | 43.5 | |
| MultiGradArchitecture=PreActResNet-182026.05 | 82.11 | 56.9 | 37.29 | 24.94 | |
| AAERArchitecture=PreActResNet-182026.05 | 81.43 | 63.18 | 23.75 | 1.89 | |
| BenignArchitecture=ViT-Small2026.05 | 80.85 | 17.87 | 0.47 | 0.47 | |
| ELLEArchitecture=PreActResNet-182026.05 | 79.8 | 50.16 | 40.52 | 34.6 | |
| N-FGSMArchitecture=SENet-182026.05 | 79.33 | 77.91 | 23.99 | 18.98 | |
| PGD-10Architecture=WideResNet-282026.05 | 79.16 | 58.68 | 53.74 | 49.47 | |
| Free ATArchitecture=WideResNet-282026.05 | 78.32 | 52.42 | 37.79 | 30.72 | |
| PGD-10Architecture=PreActResNet-182026.05 | 77.62 | 57.63 | 54.47 | 50.7 | |
| SORAArchitecture=ViT-Small2026.05 | 76.7 | 51.96 | 34.25 | 25.74 | |
| ELLEArchitecture=SENet-182026.05 | 76.45 | 49.62 | 44.1 | 39.88 | |
| PGD-10Architecture=SENet-182026.05 | 76.23 | 53.72 | 50.5 | 46.98 | |
| TRADESArchitecture=PreActResNet-182026.05 | 75.25 | 54.75 | 51.94 | 48.28 | |
| AAERArchitecture=SENet-182026.05 | 75.07 | 69.57 | 27.79 | 22.74 | |
| N-FGSMArchitecture=PreActResNet-182026.05 | 74.86 | 55.39 | 18.84 | 1.9 | |
| PGD-2Architecture=ViT-Small2026.05 | 74.28 | 49.89 | 46.94 | 43.09 | |
| MultiGradArchitecture=SENet-182026.05 | 73.65 | 49.05 | 31.91 | 21.31 | |
| Free ATArchitecture=PreActResNet-182026.05 | 70.35 | 49.06 | 39.06 | 31.62 | |
| Free ATArchitecture=SENet-182026.05 | 69.68 | 47.64 | 36.06 | 29.12 | |
| ZeroGradArchitecture=PreActResNet-182026.05 | 67.22 | 73.85 | 5.69 | 1.21 | |
| ATASArchitecture=PreActResNet-182026.05 | 62.5 | 71.48 | 1.71 | 0.94 | |
| FGSM-RSArchitecture=PreActResNet-182026.05 | 60.34 | 86.96 | 1.72 | 1.03 | |
| ZeroGradArchitecture=SENet-182026.05 | 60.06 | 83.25 | 1.49 | 0.88 | |
| TRADESArchitecture=WideResNet-282026.05 | 56.96 | 43.2 | 41.15 | 38 | |
| FGSMArchitecture=ViT-Small2026.05 | 56.96 | 82.4 | 8.15 | 8.02 | |
| FGSMArchitecture=WideResNet-282026.05 | 56.44 | 85.24 | 2.28 | 1.33 | |
| ATASArchitecture=WideResNet-282026.05 | 55.53 | 79.78 | 2.34 | 2.16 | |
| FGSMArchitecture=SENet-182026.05 | 55.05 | 82.99 | 3.88 | 0.42 | |
| FGSM-RSArchitecture=SENet-182026.05 | 54.88 | 89.31 | 2.92 | 1.03 | |
| ZeroGradArchitecture=WideResNet-282026.05 | 51.96 | 85.71 | 3.24 | 2.2 | |
| N-FGSMArchitecture=ViT-Small2026.05 | 51.89 | 67.7 | 20.43 | 7.47 | |
| ZeroGradArchitecture=ViT-Small2026.05 | 48.36 | 84.72 | 9.43 | 9.36 | |
| FGSM-RSArchitecture=ViT-Small2026.05 | 45.85 | 74.16 | 8.22 | 7.24 | |
| GradAlignArchitecture=PreActResNet-182026.05 | 45.71 | 38.91 | 0.78 | 0.77 | |
| MultiGradArchitecture=ViT-Small2026.05 | 42.92 | 70.15 | 10.49 | 9.22 | |
| GradAlignArchitecture=SENet-182026.05 | 41.02 | 65.05 | 0.86 | 0.68 | |
| GradAlignArchitecture=WideResNet-282026.05 | 39.37 | 65.33 | 1.98 | 1.69 | |
| ATASArchitecture=SENet-182026.05 | 38.22 | 81.83 | 7.09 | 2.59 | |
| FGSMArchitecture=PreActResNet-182026.05 | 36.54 | 80.81 | 1.94 | 0.42 | |
| GradAlignArchitecture=ViT-Small2026.05 | 32.31 | 84.07 | 26.66 | 11.34 | |
| FGSM-RSArchitecture=WideResNet-282026.05 | 32.01 | 86.52 | 2.04 | 1.28 | |
| ELLEArchitecture=WideResNet-282026.05 | 18.64 | 18.64 | 18.64 | 18.64 | |
| AAERArchitecture=ViT-Small2026.05 | 18.64 | 18.64 | 18.64 | 18.64 | |
| ELLEArchitecture=ViT-Small2026.05 | 18.64 | 18.64 | 18.64 | 18.64 | |
| TRADESArchitecture=SENet-182026.05 | 18.64 | 18.64 | 18.64 | 18.64 |