Out-of-Distribution Detection on JUMP Intensity Shift
90.63AUROCMCD-Antithetic
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MCD-AntitheticUncertainty Type=Epistemic, Sampling Strategy=Antithetic2026.03 | 90.63 | 83.11 | |
| SWAGUncertainty Type=Epistemic, Sampling Strategy=Antithetic2026.03 | 89.97 | 82.65 | |
| TransDist2026.03 | 68.3 | 52.82 | |
| LAUncertainty Type=Epistemic, Sampling Strategy=Antithetic2026.03 | 57.27 | 46.82 | |
| MCD-IndependentUncertainty Type=Aleatoric, Sampling Strategy=Independent2026.03 | 44.26 | 37.83 | |
| MCD-IndependentUncertainty Type=Epistemic, Sampling Strategy=Independent2026.03 | 43.22 | 37.39 | |
| MCD-AntitheticUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 35.68 | 34.7 | |
| SWAGUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 35.45 | 34.64 | |
| MAPUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 32.56 | 33.66 | |
| LAUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 32.24 | 33.59 |