Object-Level Anomaly Segmentation on STU (val)
50.5Recall (Q)NDP-EE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| NDP-EEAuxiliary OOD Data=✓, Architecture=Mask4Former2026.04 | 50.5 | 74.11 | 52.13 | 37.42 | 38.63 | |
| NDP-EntropyAuxiliary OOD Data=✓, Architecture=Mask4Former2026.04 | 33.6 | 72.28 | 22.66 | 24.28 | 16.38 | |
| NDP-EnergyAuxiliary OOD Data=✓, Architecture=Mask4Former2026.04 | 26.8 | 71.25 | 36.08 | 19.1 | 25.71 | |
| MaxLogitAuxiliary OOD Data=✗, Architecture=Mask4Former2026.04 | 26.64 | 79.26 | 2.06 | 21.12 | 1.63 | |
| RbAAuxiliary OOD Data=✗, Architecture=Mask4Former2026.04 | 21.84 | 78.58 | 2.75 | 17.16 | 2.16 | |
| Deep EnsembleAuxiliary OOD Data=✗, Architecture=Mask4Former2026.04 | 17.7 | 79.96 | 9.1 | 14.15 | 7.27 | |
| Void ClassifierAuxiliary OOD Data=✓, Architecture=Mask4Former2026.04 | 17.35 | 81.27 | 8.98 | 14.1 | 7.3 | |
| MC DropoutAuxiliary OOD Data=✗, Architecture=Mask4Former2026.04 | 3.54 | 74.36 | 3.48 | 2.63 | 2.59 |