SSA-CWA to M-Attack Cross-Attack Detection on Medical
100PrecisionDense (Ensemble)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Dense (Ensemble)Transfer Setting=SSA-CWA→M-Attack2026.05 | 100 | 88 | 93.6 | |
| DenseTransfer Setting=SSA-CWA→M-Attack2026.05 | 98.8 | 88 | 93.1 | |
| PIPTransfer Setting=SSA-CWA→M-Attack2026.05 | 97.8 | 90 | 93.7 | |
| SAEgis (Ensemble)Transfer Setting=SSA-CWA→M-Attack2026.05 | 97.8 | 90 | 93.7 | |
| SAEgis (vision-block0)Transfer Setting=SSA-CWA→M-Attack2026.05 | 97.6 | 83 | 89.7 | |
| SAEgis (projection-mlp2)Transfer Setting=SSA-CWA→M-Attack2026.05 | 96.7 | 30 | 45.8 |