Out-of-Distribution Detection on CIFAR-10 (ID) vs {SVHN, CIFAR-100, Synthetic} (OOD)
93.72AUROC (SVHN)GOEN-NoCenterLoss
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GOEN-NoCenterLossCenterLoss=removed2026.04 | 93.72 | 90.79 | 100 | 94.83 | |
| EpiNet2026.04 | 87.77 | 84.7 | 89.97 | 87.48 | |
| Deep Ensemble2026.04 | 87.69 | 87.79 | 89.34 | 88.27 | |
| MCDropout2026.04 | 87.54 | 83.87 | 90.53 | 87.31 | |
| TempScaling2026.04 | 86.03 | 82.92 | 91.49 | 86.81 | |
| StandardNN2026.04 | 85.93 | 82.66 | 91.35 | 86.65 | |
| KNNtype=post-hoc OOD detector2026.04 | 85.03 | 84.87 | 99.11 | 89.67 | |
| ODINtype=post-hoc OOD detector2026.04 | 84.66 | 85.62 | 95.81 | 88.7 | |
| EDL2026.04 | 84.27 | 79.52 | 93.7 | 85.83 | |
| Energytype=post-hoc OOD detector2026.04 | 83.77 | 85.47 | 94.75 | 88 | |
| MoE-K52026.04 | 72.07 | 64.4 | 74.88 | 70.45 | |
| Mahalanobistype=post-hoc OOD detector2026.04 | 60.66 | 57.46 | 85.58 | 67.9 |