OOD Detection on Butterfly Fine-grained OOD
41.5TNR@95%TPRDFDNet (MixOE-cut)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DFDNet (MixOE-cut)Auxiliary Outlier Data=true2026.06 | 41.5 | 82.2 | |
| MixOE-cutAuxiliary Outlier Data=true2026.06 | 40.2 | 82.7 | |
| MixOE-lineAuxiliary Outlier Data=true2026.06 | 38.5 | 81.4 | |
| ODINAuxiliary Outlier Data=false2026.06 | 33.2 | 78.1 | |
| ScaleAuxiliary Outlier Data=false2026.06 | 33 | 80 | |
| MSPAuxiliary Outlier Data=false2026.06 | 32.8 | 80.4 | |
| RotationAuxiliary Outlier Data=false2026.06 | 32 | 80.5 | |
| OE-MAuxiliary Outlier Data=true2026.06 | 31.8 | 79.9 | |
| OEAuxiliary Outlier Data=true2026.06 | 31 | 79.9 | |
| EnergyOEAuxiliary Outlier Data=true2026.06 | 31 | 79.9 | |
| DFDNet (MSP)Auxiliary Outlier Data=false2026.06 | 31 | 80 | |
| EnergyAuxiliary Outlier Data=false2026.06 | 30.6 | 77.5 | |
| PRO-MSPAuxiliary Outlier Data=false2026.06 | 26.5 | 78.8 | |
| VIMAuxiliary Outlier Data=false2026.06 | 22.6 | 78.4 |