Medical Image Classification on PATHMNIST (Adversarial Robustness)
89.45Clean AccuracyBenign
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| BenignBackbone=WideResNet-282026.05 | 89.45 | 15.31 | 2.14 | 1.55 | |
| NuATBackbone=ResNet-182026.05 | 88.45 | 53.96 | 17.73 | 4.4 | |
| NuATBackbone=ResNet-182026.05 | 88.45 | 53.96 | 17.73 | 4.4 | |
| NuATBackbone=WideResNet-282026.05 | 87.79 | 55.68 | 21.46 | 13.01 | |
| BenignBackbone=ResNet-182026.05 | 87.25 | 14.12 | 1.09 | 0.86 | |
| BenignBackbone=ResNet-182026.05 | 87.25 | 14.12 | 1.09 | 0.86 | |
| SORABackbone=WideResNet-282026.05 | 86.53 | 53.89 | 39.34 | 31.73 | |
| MultiGradBackbone=WideResNet-282026.05 | 85.79 | 59.65 | 40.97 | 29.48 | |
| AAERBackbone=WideResNet-282026.05 | 84.2 | 87.43 | 22.79 | 12.92 | |
| PGD-2Backbone=WideResNet-282026.05 | 84.1 | 54.88 | 46.22 | 38.68 | |
| SORABackbone=ResNet-182026.05 | 84.02 | 57.73 | 45.4 | 38.94 | |
| SORABackbone=ResNet-182026.05 | 84.02 | 57.73 | 45.4 | 38.94 | |
| N-FGSMBackbone=WideResNet-282026.05 | 84.01 | 90.8 | 16.34 | 8.77 | |
| PGD-2Backbone=ResNet-182026.05 | 82.79 | 55.18 | 47.46 | 42.36 | |
| PGD-2Backbone=ResNet-182026.05 | 82.79 | 55.18 | 47.46 | 42.36 | |
| MultiGradBackbone=ResNet-182026.05 | 81.88 | 57.89 | 38.19 | 29.15 | |
| MultiGradBackbone=ResNet-182026.05 | 81.88 | 57.89 | 38.19 | 29.15 | |
| ELLEBackbone=ResNet-182026.05 | 79.65 | 50.49 | 41.75 | 36.22 | |
| ELLEBackbone=ResNet-182026.05 | 79.65 | 50.49 | 41.75 | 36.22 | |
| PGD-10Backbone=WideResNet-282026.05 | 79.16 | 58.68 | 53.74 | 49.47 | |
| Free ATBackbone=WideResNet-282026.05 | 78.32 | 52.42 | 37.79 | 30.72 | |
| PGD-10Backbone=ResNet-182026.05 | 76.63 | 55.51 | 52.13 | 48.41 | |
| PGD-10Backbone=ResNet-182026.05 | 76.63 | 55.51 | 52.13 | 48.41 | |
| N-FGSMBackbone=ResNet-182026.05 | 71.9 | 86.18 | 14.74 | 9.15 | |
| N-FGSMBackbone=ResNet-182026.05 | 71.9 | 86.18 | 14.74 | 9.15 | |
| Free ATBackbone=ResNet-182026.05 | 68.47 | 45.38 | 35.24 | 25.52 | |
| Free ATBackbone=ResNet-182026.05 | 68.47 | 45.38 | 35.24 | 25.52 | |
| ATASBackbone=ResNet-182026.05 | 66.49 | 70.95 | 1.56 | 0.68 | |
| ATASBackbone=ResNet-182026.05 | 66.49 | 70.95 | 1.56 | 0.68 | |
| TRADESBackbone=WideResNet-282026.05 | 56.96 | 43.2 | 41.15 | 38 | |
| FGSMBackbone=WideResNet-282026.05 | 56.44 | 85.24 | 2.28 | 1.33 | |
| ATASBackbone=WideResNet-282026.05 | 55.53 | 79.78 | 2.34 | 2.16 | |
| ZeroGradBackbone=ResNet-182026.05 | 55.37 | 60.24 | 2.66 | 1.28 | |
| ZeroGradBackbone=ResNet-182026.05 | 55.37 | 60.24 | 2.66 | 1.28 | |
| ZeroGradBackbone=WideResNet-282026.05 | 51.96 | 85.71 | 3.24 | 2.2 | |
| GradAlignBackbone=WideResNet-282026.05 | 39.37 | 65.33 | 1.98 | 1.69 | |
| AAERBackbone=ResNet-182026.05 | 39.19 | 43.6 | 17.23 | 9.16 | |
| AAERBackbone=ResNet-182026.05 | 39.19 | 43.6 | 17.23 | 9.16 | |
| FGSMBackbone=ResNet-182026.05 | 34.03 | 78.02 | 0.62 | 0.3 | |
| FGSMBackbone=ResNet-182026.05 | 34.03 | 78.02 | 0.62 | 0.3 | |
| GradAlignBackbone=ResNet-182026.05 | 32.62 | 38.07 | 2.6 | 0.72 | |
| GradAlignBackbone=ResNet-182026.05 | 32.62 | 38.07 | 2.6 | 0.72 | |
| FGSM-RSBackbone=WideResNet-282026.05 | 32.01 | 86.52 | 2.04 | 1.28 | |
| FGSM-RSBackbone=ResNet-182026.05 | 30.7 | 87.13 | 2.05 | 1.5 | |
| FGSM-RSBackbone=ResNet-182026.05 | 30.7 | 87.13 | 2.05 | 1.5 | |
| TRADESBackbone=ResNet-182026.05 | 18.64 | 18.64 | 18.64 | 18.64 | |
| ELLEBackbone=WideResNet-282026.05 | 18.64 | 18.64 | 18.64 | 18.64 | |
| TRADESBackbone=ResNet-182026.05 | 18.64 | 18.64 | 18.64 | 18.64 |