Far-OOD Detection on Average (CIFAR-10, CIFAR-100, TinyImageNet)
91.17AUROCG-ODIN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| G-ODINMethod Category=Training methods without outliers2025.11 | 91.17 | 31.44 | |
| LogitNormMethod Category=Training methods without outliers2025.11 | 90.44 | 31.18 | |
| RankOODMethod Category=Training methods without outliers2025.11 | 89.65 | 32.04 | |
| KNNMethod Category=Post-hoc inference methods2025.11 | 89.51 | 35.06 | |
| CRAFTMethod Category=Training methods without outliers2025.11 | 88.95 | 34.64 | |
| VIMMethod Category=Post-hoc inference methods2025.11 | 88.81 | 34.33 | |
| OEMethod Category=Training methods with outliers2025.11 | 88.81 | 34.04 | |
| CIDERMethod Category=Training methods without outliers2025.11 | 88.62 | 35.04 | |
| ExCeLMethod Category=Post-hoc inference methods2025.11 | 88.57 | 40.24 | |
| RMDSMethod Category=Post-hoc inference methods2025.11 | 87.73 | 36.87 | |
| ReActMethod Category=Post-hoc inference methods2025.11 | 87.71 | 42.53 | |
| GENMethod Category=Post-hoc inference methods2025.11 | 87.46 | 41.18 | |
| MLSMethod Category=Post-hoc inference methods2025.11 | 87.29 | 44.15 | |
| EBOMethod Category=Post-hoc inference methods2025.11 | 87.28 | 44.38 | |
| TempScaleMethod Category=Post-hoc inference methods2025.11 | 86.84 | 41.81 | |
| OpenMaxMethod Category=Post-hoc inference methods2025.11 | 86.43 | 39.1 | |
| ODINMethod Category=Post-hoc inference methods2025.11 | 86.32 | 50.24 | |
| MSPMethod Category=Post-hoc inference methods2025.11 | 86.21 | 41.95 | |
| MixOEMethod Category=Training methods with outliers2025.11 | 85.53 | 46.22 | |
| UDGMethod Category=Training methods with outliers2025.11 | 85.25 | 47.13 | |
| DICEMethod Category=Post-hoc inference methods2025.11 | 85.01 | 48.17 | |
| MCDMethod Category=Training methods with outliers2025.11 | 84.89 | 38.78 | |
| ASHMethod Category=Post-hoc inference methods2025.11 | 84.32 | 55.17 | |
| ARPLMethod Category=Training methods without outliers2025.11 | 84.08 | 44 | |
| ConfBranchMethod Category=Training methods without outliers2025.11 | 84.06 | 42.68 | |
| SHEMethod Category=Post-hoc inference methods2025.11 | 84.02 | 57.59 | |
| KLMMethod Category=Post-hoc inference methods2025.11 | 82.48 | 63.62 | |
| CSIMethod Category=Training methods without outliers2025.11 | 79.16 | 51.67 | |
| MOSMethod Category=Training methods without outliers2025.11 | 79.01 | 57.25 | |
| MDSMethod Category=Post-hoc inference methods2025.11 | 77.94 | 55.38 | |
| GramMethod Category=Post-hoc inference methods2025.11 | 72.09 | 73.71 | |
| GradNormMethod Category=Post-hoc inference methods2025.11 | 70.32 | 80.68 | |
| MDSEnsMethod Category=Post-hoc inference methods2025.11 | 69.72 | 69.72 | |
| OpenGANMethod Category=Post-hoc inference methods2025.11 | 65.21 | 72.72 | |
| RankFeatMethod Category=Post-hoc inference methods2025.11 | 60.4 | 74.87 |