Out-of-Distribution Detection on CIFAR 100 Far OOD
0.21FPR@95TTL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TTLExtra Resources=No2026.04 | 0.21 | 99.64 | |
| AdaNDExtra Resources=No2026.04 | 22.33 | 90.9 | |
| AdaNegExtra Resources=Yes2026.04 | 40.81 | 88.41 | |
| DOEMethod Category=Outlier Exposure2026.05 | 45.38 | 84.3 | |
| AOE-AtMethod Category=Outlier Exposure, Training Strategy=alternating training2026.05 | 45.71 | 85.97 | |
| AOE-JtMethod Category=Outlier Exposure, Training Strategy=joint training2026.05 | 46.12 | 86.04 | |
| DALMethod Category=Outlier Exposure2026.05 | 47.33 | 82.42 | |
| OCLMethod Category=Outlier Exposure2026.05 | 51.1 | 83.67 | |
| T2FNormMethod Category=Training-time regularization2026.05 | 51.25 | 82.73 | |
| PSKDMethod Category=Training-time regularization2026.05 | 51.56 | 82.4 | |
| UMMethod Category=Training-time regularization2026.05 | 51.9 | 81.63 | |
| UMAPMethod Category=Training-time regularization2026.05 | 52.11 | 81.62 | |
| LogitNormMethod Category=Training-time regularization2026.05 | 53.61 | 81.53 | |
| OEMethod Category=Outlier Exposure2026.05 | 54.82 | 81.41 | |
| EnergyMethod Category=Post-hoc2026.05 | 56.59 | 79.77 | |
| MSPMethod Category=Post-hoc2026.05 | 58.7 | 77.76 | |
| NeglabelExtra Resources=Yes2026.04 | 59.66 | 79.84 | |
| MixOEMethod Category=Outlier Exposure2026.05 | 63.88 | 76.4 | |
| OODDExtra Resources=No2026.04 | 69.48 | 79.88 | |
| MCMExtra Resources=No2026.04 | 73.27 | 79.66 |