OOD detection on ISIC Colour Chart Artefacts, Synth Dissimilar
94.48AUROCMBM
Evaluation results
| Method | Links | |
|---|---|---|
| MBMBackbone=ResNet182026.02 | 94.48 | |
| MahalanobisBackbone=ResNet182026.02 | 93.77 | |
| RealNVP2026.02 | 93.02 | |
| TAPUUDBackbone=ResNet182026.02 | 90.34 | |
| LOFBackbone=ResNet182026.02 | 89.06 | |
| PCXBackbone=ResNet182026.02 | 88.66 | |
| XOOD-MBackbone=ResNet182026.02 | 87.45 | |
| KDE (Gaussian)Backbone=ResNet182026.02 | 86.64 | |
| KNNBackbone=ResNet182026.02 | 85.91 | |
| DDPM-LPIPS2026.02 | 85.44 | |
| CoPBackbone=ResNet182026.02 | 83.97 | |
| CoRPBackbone=ResNet182026.02 | 83.97 | |
| Deep SVDD2026.02 | 83.57 | |
| NMDBackbone=ResNet182026.02 | 75.98 | |
| ASHBackbone=ResNet182026.02 | 75.46 | |
| DDPM-MSE2026.02 | 75.02 | |
| FPI2026.02 | 72.8 | |
| DICEBackbone=ResNet182026.02 | 72 | |
| ReActBackbone=ResNet182026.02 | 71.23 | |
| NANBackbone=ResNet182026.02 | 69.09 | |
| GradNormBackbone=ResNet182026.02 | 68.89 | |
| ResidualBackbone=ResNet182026.02 | 67.17 | |
| Outlier ExposureBackbone=ResNet182026.02 | 66.55 | |
| WeiPerBackbone=ResNet182026.02 | 65.77 | |
| Reject ClassBackbone=ResNet182026.02 | 65.46 | |
| Rotation PredBackbone=ResNet182026.02 | 64.24 | |
| CIDERBackbone=ResNet182026.02 | 60.46 | |
| Deep EnsembleBackbone=ResNet182026.02 | 58.92 | |
| NuSABackbone=ResNet182026.02 | 58.18 | |
| GRAMBackbone=ResNet182026.02 | 57.45 | |
| GradOrthBackbone=ResNet182026.02 | 57.06 | |
| ODINBackbone=ResNet182026.02 | 56.87 | |
| ViMBackbone=ResNet182026.02 | 56.77 | |
| Bayes By BackpropBackbone=ResNet182026.02 | 56.6 | |
| MC-DropoutBackbone=ResNet182026.02 | 56 | |
| SHEBackbone=ResNet182026.02 | 55.75 | |
| MCPBackbone=ResNet182026.02 | 55.27 | |
| NACBackbone=ResNet182026.02 | 46.91 | |
| GAIA-ABackbone=ResNet182026.02 | 46.72 | |
| FeatureNormBackbone=ResNet182026.02 | 46.5 |