Near-OOD Detection on ImageNet-200
85.3AUROCRankOOD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RankOODMethod category=Training methods without outliers2025.11 | 85.3 | 50.05 | |
| SCALEArchitecture=ResNet2026.03 | 84.84 | — | |
| OEMethod category=Training methods with outliers2025.11 | 84.84 | 52.3 | |
| AggBBAS-EDArchitecture=ResNet2026.03 | 84.09 | 57.46 | |
| TempScaleMethod category=Post-hoc inference methods2025.11 | 83.69 | 54.82 | |
| GENArchitecture=ResNet2026.03 | 83.68 | 55.2 | |
| GENMethod category=Post-hoc inference methods2025.11 | 83.68 | 55.2 | |
| CRAFTMethod category=Training methods without outliers2025.11 | 83.65 | 54.62 | |
| MCDMethod category=Training methods with outliers2025.11 | 83.62 | 54.71 | |
| AggBBAS-ECArchitecture=ResNet2026.03 | 83.58 | 58.43 | |
| MSPArchitecture=ResNet2026.03 | 83.34 | 54.82 | |
| MSPMethod category=Post-hoc inference methods2025.11 | 83.34 | 54.82 | |
| MLSMethod category=Post-hoc inference methods2025.11 | 82.9 | 59.76 | |
| LogitNormMethod category=Training methods without outliers2025.11 | 82.66 | 56.46 | |
| MixOEMethod category=Training methods with outliers2025.11 | 82.62 | 57.97 | |
| RMDSArchitecture=ResNet2026.03 | 82.57 | 54.02 | |
| RMDSMethod category=Post-hoc inference methods2025.11 | 82.57 | 54.02 | |
| EBOMethod category=Post-hoc inference methods2025.11 | 82.5 | 60.24 | |
| ExCeLMethod category=Post-hoc inference methods2025.11 | 82.4 | 57.9 | |
| ASHArchitecture=ResNet2026.03 | 82.38 | 64.89 | |
| ASHMethod category=Post-hoc inference methods2025.11 | 82.38 | 64.89 | |
| ReActMethod category=Post-hoc inference methods2025.11 | 81.87 | 62.49 | |
| KNNArchitecture=ResNet2026.03 | 81.57 | 60.18 | |
| KNNMethod category=Post-hoc inference methods2025.11 | 81.57 | 60.18 | |
| CIDERMethod category=Training methods without outliers2025.11 | 80.58 | 60.1 | |
| ODINArchitecture=ResNet2026.03 | 80.27 | 66.76 | |
| SHEArchitecture=ResNet2026.03 | 80.18 | 66.8 | |
| BBAS-EDArchitecture=ResNet2026.03 | 79.93 | 63.64 | |
| BBAS-ECArchitecture=ResNet2026.03 | 79.91 | 64.14 | |
| ConfBranchMethod category=Training methods without outliers2025.11 | 79.1 | 61.44 | |
| VIMArchitecture=ResNet2026.03 | 78.68 | 59.19 | |
| VIMMethod category=Post-hoc inference methods2025.11 | 78.68 | 59.19 | |
| G-ODINMethod category=Training methods without outliers2025.11 | 77.28 | 69.87 | |
| UDGMethod category=Training methods with outliers2025.11 | 74.3 | 68.89 | |
| MDSArchitecture=ResNet2026.03 | 61.93 | 79.11 | |
| MDSEnsArchitecture=ResNet2026.03 | 54.32 | 91.75 |