Near-OOD Detection on Average (CIFAR-10, CIFAR-100, TinyImageNet)
89.32AUROCOE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OECategory=With outliers2025.11 | 89.32 | 34.29 | |
| RankOODCategory=Without outliers2025.11 | 85.39 | 44.79 | |
| CRAFTCategory=Without outliers2025.11 | 85.22 | 46.76 | |
| LogitNormCategory=Without outliers2025.11 | 84.49 | 49.56 | |
| GENCategory=Post-hoc inference2025.11 | 84.4 | 54.43 | |
| TempScaleCategory=Post-hoc inference2025.11 | 84.23 | 53.42 | |
| RMDSCategory=Post-hoc inference2025.11 | 84.17 | 49.46 | |
| KNNCategory=Post-hoc inference2025.11 | 84.13 | 51.8 | |
| MixOECategory=With outliers2025.11 | 84.1 | 54.88 | |
| MCDCategory=With outliers2025.11 | 83.91 | 46.92 | |
| MSPCategory=Post-hoc inference2025.11 | 83.88 | 52.6 | |
| MLSCategory=Post-hoc inference2025.11 | 83.82 | 58.85 | |
| EBOCategory=Post-hoc inference2025.11 | 83.66 | 59.07 | |
| ExCeLCategory=Post-hoc inference2025.11 | 83.33 | 59.89 | |
| ReActCategory=Post-hoc inference2025.11 | 83.25 | 60.81 | |
| ARPLCategory=Without outliers2025.11 | 81.47 | 52.54 | |
| CIDERCategory=Without outliers2025.11 | 81.46 | 54.74 | |
| OpenMaxCategory=Post-hoc inference2025.11 | 81.43 | 54.56 | |
| G-ODINCategory=Without outliers2025.11 | 81.18 | 61 | |
| ODINCategory=Post-hoc inference2025.11 | 81.01 | 66.95 | |
| VIMCategory=Post-hoc inference2025.11 | 80.78 | 55.55 | |
| UDGCategory=With outliers2025.11 | 80.74 | 55.22 | |
| CSICategory=Without outliers2025.11 | 80.48 | 51.96 | |
| SHECategory=Post-hoc inference2025.11 | 80.22 | 68.51 | |
| ConfBranchCategory=Without outliers2025.11 | 80.18 | 54.31 | |
| DICECategory=Post-hoc inference2025.11 | 79.83 | 63.29 | |
| KLMCategory=Post-hoc inference2025.11 | 78.84 | 78.68 | |
| ASHCategory=Post-hoc inference2025.11 | 78.62 | 72.46 | |
| MOSCategory=Without outliers2025.11 | 73.9 | 68.79 | |
| MDSCategory=Post-hoc inference2025.11 | 68.27 | 70.85 | |
| RankFeatCategory=Post-hoc inference2025.11 | 66.09 | 77.84 | |
| GradNormCategory=Post-hoc inference2025.11 | 65.93 | 87.66 | |
| OpenGANCategory=Post-hoc inference2025.11 | 59.83 | 85.05 | |
| GramCategory=Post-hoc inference2025.11 | 59.33 | 89.85 | |
| MDSEnsCategory=Post-hoc inference2025.11 | 53.69 | 93.3 |