SSA-CWA to FOA-Attack Cross-Attack Detection on Medical
100PrecisionDense (Ensemble)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Dense (Ensemble)Transfer Setting=SSA-CWA→FOA-Attack2026.05 | 100 | 93 | 96.3 | |
| DenseTransfer Setting=SSA-CWA→FOA-Attack2026.05 | 98.8 | 89 | 93.6 | |
| PIPTransfer Setting=SSA-CWA→FOA-Attack2026.05 | 97.8 | 92 | 94.8 | |
| SAEgis (Ensemble)Transfer Setting=SSA-CWA→FOA-Attack2026.05 | 97.8 | 91 | 94.3 | |
| SAEgis (vision-block0)Transfer Setting=SSA-CWA→FOA-Attack2026.05 | 97.6 | 83 | 89.7 | |
| SAEgis (projection-mlp2)Transfer Setting=SSA-CWA→FOA-Attack2026.05 | 96.5 | 28 | 43.4 |