Near-OOD Detection on TinyImageNet
85.3AUROCRankOOD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RankOODCategory=Without outliers2025.11 | 85.3 | 50.05 | |
| OECategory=With outliers2025.11 | 84.84 | 52.3 | |
| TempScaleCategory=Post-hoc inference2025.11 | 83.69 | 54.82 | |
| GENCategory=Post-hoc inference2025.11 | 83.68 | 55.2 | |
| CRAFTCategory=Without outliers2025.11 | 83.65 | 54.62 | |
| MCDCategory=With outliers2025.11 | 83.62 | 54.71 | |
| MSPCategory=Post-hoc inference2025.11 | 83.34 | 54.82 | |
| MLSCategory=Post-hoc inference2025.11 | 82.9 | 59.76 | |
| LogitNormCategory=Without outliers2025.11 | 82.66 | 56.46 | |
| MixOECategory=With outliers2025.11 | 82.62 | 57.97 | |
| RMDSCategory=Post-hoc inference2025.11 | 82.57 | 54.02 | |
| EBOCategory=Post-hoc inference2025.11 | 82.5 | 60.24 | |
| ExCeLCategory=Post-hoc inference2025.11 | 82.4 | 57.9 | |
| ASHCategory=Post-hoc inference2025.11 | 82.38 | 64.89 | |
| ARPLCategory=Without outliers2025.11 | 82.02 | 55.74 | |
| ReActCategory=Post-hoc inference2025.11 | 81.87 | 62.49 | |
| DICECategory=Post-hoc inference2025.11 | 81.78 | 61.88 | |
| KNNCategory=Post-hoc inference2025.11 | 81.57 | — | |
| KLMCategory=Post-hoc inference2025.11 | 80.76 | 70.26 | |
| CIDERCategory=Without outliers2025.11 | 80.58 | — | |
| OpenMaxCategory=Post-hoc inference2025.11 | 80.27 | 63.48 | |
| ODINCategory=Post-hoc inference2025.11 | 80.27 | 66.76 | |
| SHECategory=Post-hoc inference2025.11 | 80.18 | 66.8 | |
| ConfBranchCategory=Without outliers2025.11 | 79.1 | 61.44 | |
| VIMCategory=Post-hoc inference2025.11 | 78.68 | 59.19 | |
| G-ODINCategory=Without outliers2025.11 | 77.28 | 69.87 | |
| UDGCategory=With outliers2025.11 | 74.3 | 68.89 | |
| GradNormCategory=Post-hoc inference2025.11 | 72.75 | 82.67 | |
| MOSCategory=Without outliers2025.11 | 69.84 | 71.6 | |
| GramCategory=Post-hoc inference2025.11 | 67.67 | 86.4 | |
| MDSCategory=Post-hoc inference2025.11 | 61.93 | 79.11 | |
| OpenGANCategory=Post-hoc inference2025.11 | 59.79 | 84.15 | |
| RankFeatCategory=Post-hoc inference2025.11 | 56.92 | 92.06 | |
| MDSEnsCategory=Post-hoc inference2025.11 | 54.32 | 91.75 |