Out-of-Distribution Detection on CIFAR-10 (Sigma-Parameterized AUROC/FPR95)
62.16OOD AUROC (sigma=0.05)VI-EDL
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| VI-EDLruns=52026.05 | 62.16 | 81.52 | 98.59 | 80.76 | 81.21 | 43.64 | 24.06 | 49.64 | |
| F-EDLruns=5, venue=NeurIPS 20252026.05 | 59.35 | 75.8 | 89.15 | 74.77 | 83.9 | 62.45 | 41.3 | 62.55 | |
| Re-EDLruns=5, venue=TPAMI 20252026.05 | 58.6 | 73.25 | 86.4 | 72.75 | 85.25 | 65.1 | 45.8 | 65.38 | |
| Deep EnsemblesM=5, runs=52026.05 | 57.85 | 71.34 | 82.46 | 70.55 | 86.3 | 68.55 | 51.2 | 68.68 | |
| NatPNruns=5, venue=ICLR 20222026.05 | 55.42 | 66.89 | 76.53 | 66.28 | 89.75 | 75.4 | 64.18 | 76.44 | |
| I-EDLruns=5, venue=ICML 20232026.05 | 54.88 | 64.55 | 72.18 | 63.87 | 90.15 | 79.8 | 72.55 | 80.83 | |
| EDLruns=5, venue=NeurIPS 20182026.05 | 53.15 | 61.2 | 68.75 | 61.03 | 92.6 | 83.45 | 77.3 | 84.45 | |
| Softmaxloss_function=CE, runs=52026.05 | 51.24 | 53.68 | 55.92 | 53.61 | 96.45 | 95.12 | 93.84 | 95.14 |