Out-of-Distribution Detection on CIFAR10-LT (ID) vs SVHN (OOD)
72.05AUPRMoDEX
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MoDEXBackbone=VGG-16, Imbalance Ratio (rho)=0.012026.05 | 72.05 | — | — | — | — | |
| F-EDLBackbone=VGG-16, Imbalance Ratio (rho)=0.012026.05 | 62.56 | — | — | — | — | |
| I-EDLBackbone=VGG-16, Imbalance Ratio (rho)=0.012026.05 | 52.85 | — | — | — | — | |
| EDLBackbone=VGG-16, Imbalance Ratio (rho)=0.012026.05 | 51.99 | — | — | — | — | |
| DAEDLBackbone=VGG-16, Imbalance Ratio (rho)=0.012026.05 | 51.03 | — | — | — | — | |
| R-EDLBackbone=VGG-16, Imbalance Ratio (rho)=0.012026.05 | 48.71 | — | — | — | — | |
| Re-EDLBackbone=VGG-16, Imbalance Ratio (rho)=0.012026.05 | 39.48 | — | — | — | — | |
| DropoutBackbone=VGG-16, Imbalance Ratio (rho)=0.012026.05 | 33.33 | — | — | — | — | |
| AdaptOD2024.10 | — | 98.13 | 94.34 | 99.11 | 10.33 | |
| COCL2024.10 | — | 96.98 | 93.25 | 98.61 | 12.59 | |
| EnergyOE2024.10 | — | 96.63 | 92.33 | 98.46 | 14.37 |