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OOD detection accuracy in an experiment on CP segmentation. The model was trained on CP-newborn. CP-younger fetus and CP-older fetus are used as OOD.
| Method | accuracy | sensitivity | specificity | AUC |
|---|---|---|---|---|
| Proposed method | 1.00 | 1.00 | 1.00 | 1.00 |
| UNC-Dropout | 0.57 | 0.54 | 0.68 | 0.67 |
| UNC-Ensemble | 0.80 | 0.77 | 0.81 | 0.79 |
| Outlier exposure | 0.82 | 0.77 | 0.81 | 0.80 |
| Lee-2017 | 0.70 | 0.68 | 0.71 | 0.73 |
| ODIN | 0.67 | 0.68 | 0.68 | 0.70 |
| Mah-Dist | 0.80 | 0.72 | 0.78 | 0.77 |
