Out-of-Distribution Detection on CIFAR-10 (ID) vs SVHN & CIFAR-100 (OOD)
91.58AUPR (SVHN)MoDEX
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MoDEXBackbone=VGG-16, Uncertainty Type=epistemic2026.05 | 91.58 | 89.28 | |
| F-EDLBackbone=VGG-16, Uncertainty Type=epistemic2026.05 | 91.2 | 88.37 | |
| Re-EDLBackbone=VGG-16, Uncertainty Type=epistemic2026.05 | 89.94 | 88.31 | |
| DAEDLBackbone=VGG-16, Uncertainty Type=epistemic2026.05 | 85.54 | 88.19 | |
| R-EDLBackbone=VGG-16, Uncertainty Type=epistemic2026.05 | 85 | 87.73 | |
| I-EDLBackbone=VGG-16, Uncertainty Type=epistemic2026.05 | 82.96 | 84.84 | |
| EDLBackbone=VGG-16, Uncertainty Type=epistemic2026.05 | 82.32 | 87.13 | |
| DropoutBackbone=VGG-16, Uncertainty Type=epistemic2026.05 | 78.4 | 85.39 |