Out-of-Distribution Detection on BBBC021 Unseen Pert.
80.71AUROCMCD-Antithetic
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MCD-AntitheticUncertainty Type=Epistemic, Sampling Strategy=Antithetic2026.03 | 80.71 | 67.18 | |
| MCD-IndependentUncertainty Type=Aleatoric, Sampling Strategy=Independent2026.03 | 73.95 | 48.53 | |
| MCD-IndependentUncertainty Type=Epistemic, Sampling Strategy=Independent2026.03 | 73.73 | 48.81 | |
| MCD-AntitheticUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 73.04 | 50.01 | |
| SWAGUncertainty Type=Epistemic, Sampling Strategy=Antithetic2026.03 | 68.49 | 54.24 | |
| MAPUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 66.76 | 43.75 | |
| LAUncertainty Type=Epistemic, Sampling Strategy=Antithetic2026.03 | 65.38 | 45.83 | |
| SWAGUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 63.97 | 42.55 | |
| LAUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 63.49 | 44.61 | |
| TransDist2026.03 | 62.08 | 32.23 |