OOD detection on ISIC Colour Chart Artefacts, Similar (AUROC)
97AUROCMBM
Evaluation results
| Method | Links | |
|---|---|---|
| MBMBackbone=ResNet182026.02 | 97 | |
| MahalanobisBackbone=ResNet182026.02 | 96.71 | |
| RealNVP2026.02 | 96.07 | |
| PCXBackbone=ResNet182026.02 | 95.16 | |
| TAPUUDBackbone=ResNet182026.02 | 95.13 | |
| LOFBackbone=ResNet182026.02 | 93.28 | |
| ResidualBackbone=ResNet182026.02 | 93.09 | |
| KNNBackbone=ResNet182026.02 | 91.33 | |
| KDE (Gaussian)Backbone=ResNet182026.02 | 90.54 | |
| XOOD-MBackbone=ResNet182026.02 | 88.5 | |
| Deep SVDD2026.02 | 88.26 | |
| DDPM-LPIPS2026.02 | 87.68 | |
| CoPBackbone=ResNet182026.02 | 87.37 | |
| CoRPBackbone=ResNet182026.02 | 85.75 | |
| NMDBackbone=ResNet182026.02 | 79.72 | |
| FPI2026.02 | 76.86 | |
| WeiPerBackbone=ResNet182026.02 | 75.71 | |
| ASHBackbone=ResNet182026.02 | 75.29 | |
| GradNormBackbone=ResNet182026.02 | 75.11 | |
| DDPM-MSE2026.02 | 74.42 | |
| Reject ClassBackbone=ResNet182026.02 | 72.99 | |
| NANBackbone=ResNet182026.02 | 72.46 | |
| Outlier ExposureBackbone=ResNet182026.02 | 70.3 | |
| CIDERBackbone=ResNet182026.02 | 66.39 | |
| Rotation PredBackbone=ResNet182026.02 | 66.04 | |
| ViMBackbone=ResNet182026.02 | 65.19 | |
| Bayes By BackpropBackbone=ResNet182026.02 | 63.5 | |
| FeatureNormBackbone=ResNet182026.02 | 62.4 | |
| Deep EnsembleBackbone=ResNet182026.02 | 61.24 | |
| GradOrthBackbone=ResNet182026.02 | 59.8 | |
| ODINBackbone=ResNet182026.02 | 59.74 | |
| MC-DropoutBackbone=ResNet182026.02 | 59.33 | |
| DICEBackbone=ResNet182026.02 | 59.11 | |
| GRAMBackbone=ResNet182026.02 | 59.08 | |
| SHEBackbone=ResNet182026.02 | 58.36 | |
| MCPBackbone=ResNet182026.02 | 57.45 | |
| NuSABackbone=ResNet182026.02 | 56.17 | |
| NACBackbone=ResNet182026.02 | 53.91 | |
| ReActBackbone=ResNet182026.02 | 51.42 | |
| GAIA-ABackbone=ResNet182026.02 | 50.59 |