OOD Detection on North American Birds Fine-grained OOD split
30.8TNR@95%TPRDFDNet (MixOE-cut)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DFDNet (MixOE-cut)Auxiliary Outlier Data=true2026.06 | 30.8 | 81.4 | |
| MixOE-lineAuxiliary Outlier Data=true2026.06 | 26.7 | 79.7 | |
| MixOE-cutAuxiliary Outlier Data=true2026.06 | 26.7 | 79.6 | |
| DFDNet (MSP)Auxiliary Outlier Data=false2026.06 | 25.3 | 79.3 | |
| RotationAuxiliary Outlier Data=false2026.06 | 23 | 77.2 | |
| MSPAuxiliary Outlier Data=false2026.06 | 22.4 | 77.1 | |
| ODINAuxiliary Outlier Data=false2026.06 | 22 | 76 | |
| OEAuxiliary Outlier Data=true2026.06 | 21.4 | 76.1 | |
| OE-MAuxiliary Outlier Data=true2026.06 | 20.1 | 76.1 | |
| EnergyAuxiliary Outlier Data=false2026.06 | 19.2 | 75 | |
| EnergyOEAuxiliary Outlier Data=true2026.06 | 19.1 | 76.1 | |
| PRO-MSPAuxiliary Outlier Data=false2026.06 | 16.5 | 74.7 | |
| ScaleAuxiliary Outlier Data=false2026.06 | 15.7 | 75.8 | |
| VIMAuxiliary Outlier Data=false2026.06 | 8.9 | 71.3 |