Failure Detection on LIDC-Mal (AUROC)
0.96AUROCAVG
Evaluation results
| Method | Links | |
|---|---|---|
| AVGUncertainty Framework=MSP2026.03 | 0.96 | |
| AQAUncertainty Framework=MSP, Threshold=0.62026.03 | 0.96 | |
| PLMUncertainty Framework=MSP, Parameter=202026.03 | 0.96 | |
| AQAUncertainty Framework=MSP, Threshold=0.92026.03 | 0.96 | |
| PLMUncertainty Framework=MSP, Parameter=502026.03 | 0.96 | |
| AQAUncertainty Framework=MSP, Threshold=0.752026.03 | 0.95 | |
| GMM-AllUncertainty Framework=MSP2026.03 | 0.92 | |
| GMM-IntUncertainty Framework=MSP2026.03 | 0.91 | |
| PLMUncertainty Framework=MSP, Parameter=102026.03 | 0.9 | |
| GMM-SpaUncertainty Framework=MSP2026.03 | 0.7 | |
| ATAUncertainty Framework=MSP, Threshold=0.32026.03 | 0.65 | |
| ICAUncertainty Framework=MSP2026.03 | 0.61 | |
| BCAUncertainty Framework=MSP2026.03 | 0.6 | |
| QFRUncertainty Framework=MSP2026.03 | 0.6 | |
| ATAUncertainty Framework=MSP, Threshold=0.52026.03 | 0.5 | |
| ATAUncertainty Framework=MSP, Threshold=0.72026.03 | 0.5 |