OOD detection on ISIC Colour Chart Artefacts Synth Similar
0.9748AUROCRealNVP
Evaluation Results
| Method | Links | |
|---|---|---|
| RealNVP2026.02 | 0.9748 | |
| MBMBackbone=ResNet182026.02 | 0.9631 | |
| MahalanobisBackbone=ResNet182026.02 | 0.9611 | |
| TAPUUDBackbone=ResNet182026.02 | 0.9326 | |
| PCXBackbone=ResNet182026.02 | 0.929 | |
| LOFBackbone=ResNet182026.02 | 0.9154 | |
| XOOD-MBackbone=ResNet182026.02 | 0.9054 | |
| KDE (Gaussian)Backbone=ResNet182026.02 | 0.8994 | |
| Deep SVDD2026.02 | 0.8946 | |
| KNNBackbone=ResNet182026.02 | 0.8895 | |
| CoPBackbone=ResNet182026.02 | 0.8858 | |
| DDPM-LPIPS2026.02 | 0.8792 | |
| CoRPBackbone=ResNet182026.02 | 0.8475 | |
| NMDBackbone=ResNet182026.02 | 0.7965 | |
| FPI2026.02 | 0.7762 | |
| ASHBackbone=ResNet182026.02 | 0.7627 | |
| DDPM-MSE2026.02 | 0.7512 | |
| DICEBackbone=ResNet182026.02 | 0.7434 | |
| ReActBackbone=ResNet182026.02 | 0.739 | |
| Reject ClassBackbone=ResNet182026.02 | 0.7372 | |
| NANBackbone=ResNet182026.02 | 0.7162 | |
| WeiPerBackbone=ResNet182026.02 | 0.7121 | |
| GradNormBackbone=ResNet182026.02 | 0.7084 | |
| ResidualBackbone=ResNet182026.02 | 0.6986 | |
| Outlier ExposureBackbone=ResNet182026.02 | 0.698 | |
| CIDERBackbone=ResNet182026.02 | 0.6721 | |
| ViMBackbone=ResNet182026.02 | 0.648 | |
| Rotation PredBackbone=ResNet182026.02 | 0.6408 | |
| GradOrthBackbone=ResNet182026.02 | 0.6372 | |
| SHEBackbone=ResNet182026.02 | 0.6279 | |
| ODINBackbone=ResNet182026.02 | 0.6232 | |
| NuSABackbone=ResNet182026.02 | 0.6192 | |
| MCPBackbone=ResNet182026.02 | 0.6172 | |
| FeatureNormBackbone=ResNet182026.02 | 0.6147 | |
| GRAMBackbone=ResNet182026.02 | 0.6108 | |
| Deep EnsembleBackbone=ResNet182026.02 | 0.6045 | |
| MC-DropoutBackbone=ResNet182026.02 | 0.5833 | |
| Bayes By BackpropBackbone=ResNet182026.02 | 0.5811 | |
| GAIA-ABackbone=ResNet182026.02 | 0.5052 | |
| NACBackbone=ResNet182026.02 | 0.4993 |