Out-of-Distribution Detection on BBBC021 Intensity Shift
0.7698AUROCMCD-Antithetic
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MCD-AntitheticUncertainty Type=Epistemic, Sampling Strategy=Antithetic2026.03 | 0.7698 | 0.7505 | |
| MCD-IndependentUncertainty Type=Epistemic, Sampling Strategy=Independent2026.03 | 0.7481 | 0.659 | |
| MCD-IndependentUncertainty Type=Aleatoric, Sampling Strategy=Independent2026.03 | 0.7218 | 0.6467 | |
| MCD-AntitheticUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 0.709 | 0.6433 | |
| MAPUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 0.6979 | 0.6201 | |
| SWAGUncertainty Type=Epistemic, Sampling Strategy=Antithetic2026.03 | 0.6678 | 0.6923 | |
| LAUncertainty Type=Epistemic, Sampling Strategy=Antithetic2026.03 | 0.6353 | 0.6455 | |
| TransDist2026.03 | 0.621 | 0.4803 | |
| SWAGUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 0.5906 | 0.5735 | |
| LAUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 0.5772 | 0.5671 |