Anomaly Segmentation on SemanticPOSS OoD
91.51AUROCLIDO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LIDOEvaluation Protocol=Single2026.04 | 91.51 | 45.1 | 3.97 | |
| MinkowskiNet + Deep EnsembleEvaluation Protocol=Multi2026.04 | 91.15 | 46.33 | 4.87 | |
| LIDOEvaluation Protocol=Multi2026.04 | 90.84 | 44.74 | 5.92 | |
| MinkowskiNet + Max LogitEvaluation Protocol=Multi2026.04 | 89.86 | 47.72 | 2.94 | |
| MinkowskiNet + Deep EnsembleEvaluation Protocol=Single2026.04 | 89.82 | 45.91 | 2.54 | |
| MinkowskiNet + Max LogitEvaluation Protocol=Single2026.04 | 87.15 | 48.21 | 1.36 | |
| MinkowskiNet + MC DropoutEvaluation Protocol=Multi2026.04 | 86.11 | 58.76 | 2.93 | |
| Mask4Former3D + Deep EnsembleEvaluation Protocol=Single2026.04 | 85.86 | 58.12 | 0.82 | |
| Mask4Former3D + Deep EnsembleEvaluation Protocol=Multi2026.04 | 85.83 | 54.2 | 1.21 | |
| MinkowskiNet + MC DropoutEvaluation Protocol=Single2026.04 | 85.49 | 66.3 | 1.41 | |
| Mask4Former3D + Max LogitEvaluation Protocol=Multi2026.04 | 63.77 | 88.74 | 0.4 | |
| Mask4Former3D + Max LogitEvaluation Protocol=Single2026.04 | 61.05 | 91.85 | 0.19 | |
| Mask4Former3D + RbAEvaluation Protocol=Multi2026.04 | 50.42 | 100 | 0.26 | |
| Mask4Former3D + RbAEvaluation Protocol=Single2026.04 | 49.09 | 100 | 0.13 | |
| MinkowskiNet + Void ClassifierEvaluation Protocol=Multi2026.04 | 49.02 | 97.3 | 0.24 | |
| MinkowskiNet + Void ClassifierEvaluation Protocol=Single2026.04 | 46.22 | 98.38 | 0.12 | |
| MinkowskiNet + RbAEvaluation Protocol=Single2026.04 | 22.21 | 99.32 | 0.08 | |
| MinkowskiNet + RbAEvaluation Protocol=Multi2026.04 | 19.97 | 99.43 | 0.14 |