Out-of-Distribution Detection on JUMP (Unseen Plates)
74.44AUROCMCD-Antithetic
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MCD-AntitheticUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 74.44 | 67.62 | |
| LAUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 74.1 | 67.21 | |
| MCD-IndependentUncertainty Type=Aleatoric, Sampling Strategy=Independent2026.03 | 73.59 | 65.49 | |
| MCD-IndependentUncertainty Type=Epistemic, Sampling Strategy=Independent2026.03 | 72.79 | 65.71 | |
| SWAGUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 72.68 | 66.63 | |
| LAUncertainty Type=Epistemic, Sampling Strategy=Antithetic2026.03 | 70.46 | 63.27 | |
| MAPUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 69.68 | 61.46 | |
| SWAGUncertainty Type=Epistemic, Sampling Strategy=Antithetic2026.03 | 69.54 | 61.86 | |
| MCD-AntitheticUncertainty Type=Epistemic, Sampling Strategy=Antithetic2026.03 | 67.92 | 59.88 | |
| TransDist2026.03 | 51.05 | 52.33 |