Adversarial Detection on NIPS to Medical cross-domain 17
98.9Precision (SSA-CWA)SAEgis
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SAEgisEnsemble=true2026.05 | 98.9 | 93 | 95.8 | 98.9 | 90 | 94.2 | 98.9 | 92 | 95.3 | |
| SAEgisEnsemble=false2026.05 | 98.8 | 87 | 92.5 | 97.9 | 94 | 95.9 | 95.1 | 98 | 96.5 | |
| PIPEnsemble=false2026.05 | 97.8 | 90 | 93.7 | 97.7 | 88 | 92.6 | 97.6 | 84 | 90.3 | |
| PIPEnsemble=false2026.05 | 97.8 | 91 | 94.3 | 96.6 | 57 | 71.7 | 97.1 | 67 | 79.2 | |
| SAEgisEnsemble=true2026.05 | 97 | 100 | 98.5 | 84 | 100 | 91.3 | 81.9 | 100 | 90 | |
| DenseEnsemble=false2026.05 | 95.8 | 93 | 94.3 | 100 | 68 | 80.9 | 100 | 69 | 81.6 | |
| DenseEnsemble=true2026.05 | 92.5 | 100 | 96.1 | 92.5 | 99 | 95.6 | 96.1 | 100 | 98 | |
| SAEgisEnsemble=false2026.05 | 84.9 | 90 | 87.3 | 97.5 | 80 | 87.9 | 98.8 | 82 | 89.6 | |
| DenseEnsemble=true2026.05 | 83.3 | 100 | 90.9 | 56.5 | 100 | 72.2 | 56.1 | 100 | 71.9 | |
| DenseEnsemble=false2026.05 | 61.3 | 100 | 76 | 50.7 | 100 | 67.3 | 50.7 | 100 | 67.3 |