Out-of-Distribution Detection on CAR-CS
100AUROCGMM-Spa
Evaluation results
| Method | Links | |
|---|---|---|
| GMM-SpaStrategy=GMM-Spa2026.03 | 100 | |
| GMM-AllUncertainty Method=MC Dropout2026.03 | 100 | |
| GMM-SpaUncertainty Method=MC Dropout2026.03 | 100 | |
| GMM-AllStrategy=GMM-All2026.03 | 99 | |
| BCAStrategy=BCA2026.03 | 93 | |
| ICAStrategy=ICA2026.03 | 89 | |
| BCAUncertainty Method=MC Dropout2026.03 | 89 | |
| ICAUncertainty Method=MC Dropout2026.03 | 84 | |
| GMM-IntStrategy=GMM-Int2026.03 | 79 | |
| AVGStrategy=Averaging2026.03 | 78 | |
| AVGUncertainty Method=MC Dropout2026.03 | 74 | |
| GMM-IntUncertainty Method=MC Dropout2026.03 | 73 | |
| QFRStrategy=QFR2026.03 | 67 | |
| AQAParameter=.62026.03 | 67 | |
| AQA 0.60Uncertainty Method=MC Dropout, Threshold=0.602026.03 | 64 | |
| QFRUncertainty Method=MC Dropout2026.03 | 62 | |
| AQAParameter=.752026.03 | 60 | |
| AQA .75Uncertainty Method=MC Dropout, Threshold=.752026.03 | 60 | |
| PLM 50Uncertainty Method=MC Dropout, Patch Size=502026.03 | 46 | |
| AQA .9Uncertainty Method=MC Dropout, Threshold=.92026.03 | 46 | |
| PLMParameter=502026.03 | 44 | |
| PLM 10Uncertainty Method=MC Dropout, Patch Size=102026.03 | 44 | |
| AQAParameter=.92026.03 | 42 | |
| PLM 20Uncertainty Method=MC Dropout, Patch Size=202026.03 | 42 | |
| PLMParameter=202026.03 | 39 | |
| PLMParameter=102026.03 | 38 | |
| ATA .7Uncertainty Method=MC Dropout, Threshold=.72026.03 | 36 | |
| ATA .3Uncertainty Method=MC Dropout, Threshold=.32026.03 | 35 | |
| ATA .5Uncertainty Method=MC Dropout, Threshold=.52026.03 | 32 | |
| ATAParameter=.32026.03 | 30 | |
| ATAParameter=.72026.03 | 28 | |
| ATAParameter=.52026.03 | 25 |