Open-Set Recognition on CUB
5.4KRRkNN distance
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| kNN distanceWorkpoint=default, Confidence Source=prototype-derived candidate confidence2026.05 | 5.4 | 60.8 | 89.4 | |
| NCI-OODThreshold=natural/default2026.05 | 5.6 | 96.3 | — | |
| Prototype distanceWorkpoint=default, Confidence Source=prototype-derived candidate confidence2026.05 | 6.8 | 57.9 | 88.1 | |
| CADRefThreshold=natural/default2026.05 | 7.7 | 80 | — | |
| NNGuideThreshold=natural/default2026.05 | 11.7 | 69.5 | — | |
| EnergyThreshold=natural/default2026.05 | 14.5 | 62.2 | — | |
| MSPThreshold=natural/default2026.05 | 23.8 | 44.2 | — | |
| Diag. MahalanobisWorkpoint=default, Confidence Source=prototype-derived candidate confidence2026.05 | 33.2 | 24.7 | 64.9 | |
| ViMThreshold=natural/default2026.05 | 39.1 | 25.8 | — | |
| EGUR-AThreshold=calibrated operating point2026.05 | 41.1 | 19.8 | — |