Out-of-Distribution Detection on CIFAR 10 (Far OOD)
1.07FPR@95TTL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TTLExtra Resources=No2026.04 | 1.07 | 99.75 | |
| AdaNDExtra Resources=No2026.04 | 2.02 | 99.4 | |
| AdaNegExtra Resources=Yes2026.04 | 7.31 | 98.28 | |
| AOE-JtMethod Category=Outlier Exposure, Training Strategy=joint training2026.05 | 10.62 | 97.04 | |
| AOE-AtMethod Category=Outlier Exposure, Training Strategy=alternating training2026.05 | 11.88 | 96.25 | |
| MCMExtra Resources=No2026.04 | 12.57 | 96.77 | |
| T2FNormMethod Category=Training-time regularization2026.05 | 12.75 | 96.98 | |
| OEMethod Category=Outlier Exposure2026.05 | 13.13 | 96 | |
| LogitNormMethod Category=Training-time regularization2026.05 | 13.81 | 96.74 | |
| OODDExtra Resources=No2026.04 | 14.11 | 96.7 | |
| OCLMethod Category=Outlier Exposure2026.05 | 14.44 | 96.71 | |
| DOEMethod Category=Outlier Exposure2026.05 | 15.59 | 94.67 | |
| NeglabelExtra Resources=Yes2026.04 | 15.74 | 96.29 | |
| PSKDMethod Category=Training-time regularization2026.05 | 20.48 | 94.56 | |
| DALMethod Category=Outlier Exposure2026.05 | 21.4 | 91.92 | |
| UMAPMethod Category=Training-time regularization2026.05 | 21.7 | 94.2 | |
| UMMethod Category=Training-time regularization2026.05 | 22.95 | 93.67 | |
| MSPMethod Category=Post-hoc2026.05 | 31.72 | 90.73 | |
| MixOEMethod Category=Outlier Exposure2026.05 | 33.84 | 91.93 | |
| EnergyMethod Category=Post-hoc2026.05 | 41.69 | 91.21 |