OOD Detection on FGVC-Aircraft Coarse-grained OOD split
100TNR@95%TPRVIM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VIMAuxiliary Outlier Data=false2026.06 | 100 | 99.7 | |
| EnergyOEAuxiliary Outlier Data=true2026.06 | 99.7 | 99.8 | |
| DFDNet (MixOE-cut)Auxiliary Outlier Data=true2026.06 | 99.4 | 99.4 | |
| MixOE-cutAuxiliary Outlier Data=true2026.06 | 99.2 | 99.7 | |
| OE-MAuxiliary Outlier Data=true2026.06 | 99 | 99.8 | |
| OEAuxiliary Outlier Data=true2026.06 | 98.8 | 99.7 | |
| MixOE-lineAuxiliary Outlier Data=true2026.06 | 91.2 | 98.2 | |
| ScaleAuxiliary Outlier Data=false2026.06 | 89.5 | 97.8 | |
| EnergyAuxiliary Outlier Data=false2026.06 | 83 | 96.8 | |
| ODINAuxiliary Outlier Data=false2026.06 | 82.4 | 96.7 | |
| DFDNet (MSP)Auxiliary Outlier Data=false2026.06 | 81.1 | 96.4 | |
| PRO-MSPAuxiliary Outlier Data=false2026.06 | 76.4 | 95.8 | |
| MSPAuxiliary Outlier Data=false2026.06 | 71.2 | 95 | |
| RotationAuxiliary Outlier Data=false2026.06 | 62 | 93.2 |