Near-OOD detection on Average (CIFAR-10, CIFAR-100, ImageNet-200)
89.32AUROCOE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OEMethod category=Training methods with outliers2025.11 | 89.32 | 34.29 | |
| RankOODMethod category=Training methods without outliers2025.11 | 85.39 | 44.79 | |
| CRAFTMethod category=Training methods without outliers2025.11 | 85.22 | 46.76 | |
| LogitNormMethod category=Training methods without outliers2025.11 | 84.49 | 49.56 | |
| GENMethod category=Post-hoc inference methods2025.11 | 84.4 | 54.43 | |
| TempScaleMethod category=Post-hoc inference methods2025.11 | 84.23 | 53.42 | |
| RMDSMethod category=Post-hoc inference methods2025.11 | 84.17 | 49.46 | |
| KNNMethod category=Post-hoc inference methods2025.11 | 84.13 | 51.8 | |
| MixOEMethod category=Training methods with outliers2025.11 | 84.1 | 54.88 | |
| MCDMethod category=Training methods with outliers2025.11 | 83.91 | 46.92 | |
| MSPMethod category=Post-hoc inference methods2025.11 | 83.88 | 52.6 | |
| MLSMethod category=Post-hoc inference methods2025.11 | 83.82 | 58.85 | |
| EBOMethod category=Post-hoc inference methods2025.11 | 83.66 | 59.07 | |
| ExCeLMethod category=Post-hoc inference methods2025.11 | 83.33 | 59.89 | |
| ReActMethod category=Post-hoc inference methods2025.11 | 83.25 | 60.81 | |
| CIDERMethod category=Training methods without outliers2025.11 | 81.46 | 54.74 | |
| G-ODINMethod category=Training methods without outliers2025.11 | 81.18 | 61 | |
| VIMMethod category=Post-hoc inference methods2025.11 | 80.78 | 55.55 | |
| UDGMethod category=Training methods with outliers2025.11 | 80.74 | 55.22 | |
| ConfBranchMethod category=Training methods without outliers2025.11 | 80.18 | 54.31 | |
| ASHMethod category=Post-hoc inference methods2025.11 | 78.62 | 72.46 |