Point-Level OOD Detection on STU 1.0 (test)
99.26AUROCNDP-EE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NDP-EEAuxiliary OOD Data=Yes, Architecture=Mask4Former [68]2026.04 | 99.26 | 3.3 | 61.31 | |
| NDP-EnergyAuxiliary OOD Data=Yes, Architecture=Mask4Former [68]2026.04 | 99.21 | 3.65 | 53.75 | |
| NDP-EntropyAuxiliary OOD Data=Yes, Architecture=Mask4Former [68]2026.04 | 98.41 | 9.83 | 29.53 | |
| Deep EnsembleAuxiliary OOD Data=No, Architecture=Mask4Former [68]2026.04 | 86.74 | 58.05 | 5.17 | |
| Void ClassifierAuxiliary OOD Data=Yes, Architecture=Mask4Former [68]2026.04 | 85.99 | 78.6 | 3.92 | |
| MaxLogitAuxiliary OOD Data=No, Architecture=Mask4Former [68]2026.04 | 84.53 | 81.49 | 0.95 | |
| RbAAuxiliary OOD Data=No, Architecture=Mask4Former [68]2026.04 | 66.38 | 100 | 0.81 | |
| MC DropoutAuxiliary OOD Data=No, Architecture=Mask4Former [68]2026.04 | 61.51 | 82.37 | 0.11 |