Out-of-Distribution Detection on ARC-BC
85AUROCQFR
Evaluation results
| Method | Links | |
|---|---|---|
| QFRAugmentation strategy=Test-Time Augmentation (TTA), Number of bootstrap samples=5002026.03 | 85 | |
| BCAAugmentation strategy=Test-Time Augmentation (TTA), Number of bootstrap samples=5002026.03 | 81 | |
| AQA .9Augmentation strategy=Test-Time Augmentation (TTA), Number of bootstrap samples=5002026.03 | 81 | |
| ATA .3Augmentation strategy=Test-Time Augmentation (TTA), Number of bootstrap samples=5002026.03 | 81 | |
| ICAAugmentation strategy=Test-Time Augmentation (TTA), Number of bootstrap samples=5002026.03 | 74 | |
| PLM 20Augmentation strategy=Test-Time Augmentation (TTA), Number of bootstrap samples=5002026.03 | 73 | |
| GMM-AllAugmentation strategy=Test-Time Augmentation (TTA), Number of bootstrap samples=5002026.03 | 72 | |
| AQA .75Augmentation strategy=Test-Time Augmentation (TTA), Number of bootstrap samples=5002026.03 | 72 | |
| GMM-SpaAugmentation strategy=Test-Time Augmentation (TTA), Number of bootstrap samples=5002026.03 | 69 | |
| ATA .5Augmentation strategy=Test-Time Augmentation (TTA), Number of bootstrap samples=5002026.03 | 67 | |
| AQA .6Augmentation strategy=Test-Time Augmentation (TTA), Number of bootstrap samples=5002026.03 | 66 | |
| GMM-IntAugmentation strategy=Test-Time Augmentation (TTA), Number of bootstrap samples=5002026.03 | 65 | |
| PLM 50Augmentation strategy=Test-Time Augmentation (TTA), Number of bootstrap samples=5002026.03 | 61 | |
| AVGAugmentation strategy=Test-Time Augmentation (TTA), Number of bootstrap samples=5002026.03 | 54 | |
| PLM 10Augmentation strategy=Test-Time Augmentation (TTA), Number of bootstrap samples=5002026.03 | 44 | |
| ATA .7Augmentation strategy=Test-Time Augmentation (TTA), Number of bootstrap samples=5002026.03 | 41 | |
| GMM-SpaStrategy=GMM-Spa2026.03 | 0.93 | |
| GMM-SpaUncertainty Method=MC Dropout2026.03 | 0.93 | |
| QFRStrategy=QFR2026.03 | 0.9 | |
| BCAStrategy=BCA2026.03 | 0.89 | |
| ICAStrategy=ICA2026.03 | 0.88 | |
| ATAParameter=.32026.03 | 0.87 | |
| AQAParameter=.92026.03 | 0.86 | |
| ATAParameter=.52026.03 | 0.84 | |
| GMM-AllUncertainty Method=MC Dropout2026.03 | 0.84 | |
| GMM-AllStrategy=GMM-All2026.03 | 0.83 | |
| GMM-IntStrategy=GMM-Int2026.03 | 0.79 | |
| GMM-IntUncertainty Method=MC Dropout2026.03 | 0.79 | |
| PLMParameter=202026.03 | 0.78 | |
| AQAParameter=.752026.03 | 0.75 | |
| BCAUncertainty Method=MC Dropout2026.03 | 0.72 | |
| AQAParameter=.62026.03 | 0.71 | |
| PLMParameter=102026.03 | 0.66 | |
| ATA .5Uncertainty Method=MC Dropout, Threshold=.52026.03 | 0.66 | |
| PLMParameter=502026.03 | 0.65 | |
| AVGStrategy=Averaging2026.03 | 0.62 | |
| QFRUncertainty Method=MC Dropout2026.03 | 0.62 | |
| ICAUncertainty Method=MC Dropout2026.03 | 0.6 | |
| AQA .9Uncertainty Method=MC Dropout, Threshold=.92026.03 | 0.54 | |
| AQA 0.60Uncertainty Method=MC Dropout, Threshold=0.602026.03 | 0.53 | |
| ATA .3Uncertainty Method=MC Dropout, Threshold=.32026.03 | 0.53 | |
| PLM 10Uncertainty Method=MC Dropout, Patch Size=102026.03 | 0.52 | |
| AQA .75Uncertainty Method=MC Dropout, Threshold=.752026.03 | 0.52 | |
| AVGUncertainty Method=MC Dropout2026.03 | 0.5 | |
| PLM 50Uncertainty Method=MC Dropout, Patch Size=502026.03 | 0.48 | |
| ATA .7Uncertainty Method=MC Dropout, Threshold=.72026.03 | 0.48 | |
| PLM 20Uncertainty Method=MC Dropout, Patch Size=202026.03 | 0.47 | |
| ATAParameter=.72026.03 | 0.42 |