Far-OOD Detection on TinyImageNet
93.9AUROCASH
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ASHMethod Category=Post-hoc inference methods2025.11 | 93.9 | 27.29 | |
| KNNMethod Category=Post-hoc inference methods2025.11 | 93.16 | 27.27 | |
| LogitNormMethod Category=Training methods without outliers2025.11 | 93.04 | 26.11 | |
| G-ODINMethod Category=Training methods without outliers2025.11 | 92.33 | 30.18 | |
| ReActMethod Category=Post-hoc inference methods2025.11 | 92.31 | 28.5 | |
| RankOODMethod Category=Training methods without outliers2025.11 | 92.14 | 27.73 | |
| ExCeLMethod Category=Post-hoc inference methods2025.11 | 91.97 | 28.45 | |
| ODINMethod Category=Post-hoc inference methods2025.11 | 91.71 | 34.23 | |
| GENMethod Category=Post-hoc inference methods2025.11 | 91.36 | 32.1 | |
| VIMMethod Category=Post-hoc inference methods2025.11 | 91.26 | 27.2 | |
| MLSMethod Category=Post-hoc inference methods2025.11 | 91.11 | 34.03 | |
| CRAFTMethod Category=Training methods without outliers2025.11 | 90.88 | 32.67 | |
| EBOMethod Category=Post-hoc inference methods2025.11 | 90.86 | 34.86 | |
| TempScaleMethod Category=Post-hoc inference methods2025.11 | 90.82 | 34 | |
| DICEMethod Category=Post-hoc inference methods2025.11 | 90.8 | 36.51 | |
| CIDERMethod Category=Training methods without outliers2025.11 | 90.66 | 30.17 | |
| ConfBranchMethod Category=Training methods without outliers2025.11 | 90.43 | 34.75 | |
| OpenMaxMethod Category=Post-hoc inference methods2025.11 | 90.2 | 33.12 | |
| MSPMethod Category=Post-hoc inference methods2025.11 | 90.13 | 35.43 | |
| SHEMethod Category=Post-hoc inference methods2025.11 | 89.81 | 42.17 | |
| ARPLMethod Category=Training methods without outliers2025.11 | 89.23 | 36.46 | |
| OEMethod Category=Training methods with outliers2025.11 | 89.02 | 34.17 | |
| MCDMethod Category=Training methods with outliers2025.11 | 88.94 | 29.93 | |
| KLMMethod Category=Post-hoc inference methods2025.11 | 88.53 | 40.9 | |
| MixOEMethod Category=Training methods with outliers2025.11 | 88.27 | 40.93 | |
| RMDSMethod Category=Post-hoc inference methods2025.11 | 88.06 | 32.45 | |
| GradNormMethod Category=Post-hoc inference methods2025.11 | 84.26 | 66.45 | |
| UDGMethod Category=Training methods with outliers2025.11 | 82.09 | 62.04 | |
| MOSMethod Category=Training methods without outliers2025.11 | 80.46 | 51.56 | |
| MDSMethod Category=Post-hoc inference methods2025.11 | 74.72 | 61.66 | |
| OpenGANMethod Category=Post-hoc inference methods2025.11 | 73.15 | 64.16 | |
| GramMethod Category=Post-hoc inference methods2025.11 | 71.19 | 84.36 | |
| MDSEnsMethod Category=Post-hoc inference methods2025.11 | 69.27 | 80.96 | |
| RankFeatMethod Category=Post-hoc inference methods2025.11 | 38.22 | 97.72 |