Out-of-Distribution Detection on JUMP (Unseen Cell Lines)
0.8696AUROCMCD-Antithetic
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MCD-AntitheticUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 0.8696 | 0.8428 | |
| SWAGUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 0.8595 | 0.8303 | |
| MCD-IndependentUncertainty Type=Aleatoric, Sampling Strategy=Independent2026.03 | 0.8586 | 0.8239 | |
| LAUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 0.8561 | 0.8242 | |
| MCD-IndependentUncertainty Type=Epistemic, Sampling Strategy=Independent2026.03 | 0.8417 | 0.8074 | |
| SWAGUncertainty Type=Epistemic, Sampling Strategy=Antithetic2026.03 | 0.8251 | 0.7627 | |
| MCD-AntitheticUncertainty Type=Epistemic, Sampling Strategy=Antithetic2026.03 | 0.8034 | 0.7454 | |
| LAUncertainty Type=Epistemic, Sampling Strategy=Antithetic2026.03 | 0.8003 | 0.7486 | |
| MAPUncertainty Type=Aleatoric, Sampling Strategy=Antithetic2026.03 | 0.7841 | 0.7293 | |
| TransDist2026.03 | 0.6193 | 0.5419 |