Adversarial Robustness on HAM10000 (D5)
65.6PGD AccuracyRobust-MAIL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Robust-MAIL2026.02 | 65.6 | 66.3 | 65.8 | 78.6 | 80.7 | |
| CAP2026.02 | 60.8 | 63.2 | 56.4 | 69.2 | 72.4 | |
| RPF2026.02 | 59.5 | 62.1 | 60.3 | 68.9 | 69.4 | |
| CTRW2026.02 | 54.9 | 56.8 | 53.1 | 62.7 | 68 | |
| Learn2Perturb2026.02 | 53 | 54.6 | 51.8 | 61.4 | 59.4 | |
| PNI2026.02 | 51.8 | 55.2 | 53.5 | 60.9 | 63.1 | |
| DBN2026.02 | 48.3 | 50.9 | 48.3 | 57.6 | 59.4 |