OOD detection on ISIC Ink Artefacts (Dissimilar)
74.97AUROCNuSA
Evaluation results
| Method | Links | |
|---|---|---|
| NuSABackbone=ResNet182026.02 | 74.97 | |
| ViMBackbone=ResNet182026.02 | 74.52 | |
| WeiPerBackbone=ResNet182026.02 | 73.77 | |
| NMDBackbone=ResNet182026.02 | 73.73 | |
| ASHBackbone=ResNet182026.02 | 73.02 | |
| GradOrthBackbone=ResNet182026.02 | 72.74 | |
| GRAMBackbone=ResNet182026.02 | 72.71 | |
| GradNormBackbone=ResNet182026.02 | 72.43 | |
| Deep EnsembleBackbone=ResNet182026.02 | 72.42 | |
| ODINBackbone=ResNet182026.02 | 72.36 | |
| SHEBackbone=ResNet182026.02 | 72.36 | |
| DICEBackbone=ResNet182026.02 | 71.3 | |
| DDPM-MSE2026.02 | 70.85 | |
| KNNBackbone=ResNet182026.02 | 70.1 | |
| MC-DropoutBackbone=ResNet182026.02 | 69.21 | |
| MCPBackbone=ResNet182026.02 | 68.74 | |
| Reject ClassBackbone=ResNet182026.02 | 68.33 | |
| DDPM-LPIPS2026.02 | 68.23 | |
| KDE (Gaussian)Backbone=ResNet182026.02 | 68.16 | |
| Outlier ExposureBackbone=ResNet182026.02 | 67.29 | |
| CoPBackbone=ResNet182026.02 | 65.76 | |
| RealNVP2026.02 | 65.62 | |
| GAIA-ABackbone=ResNet182026.02 | 65.55 | |
| CoRPBackbone=ResNet182026.02 | 64.98 | |
| PCXBackbone=ResNet182026.02 | 64.75 | |
| XOOD-MBackbone=ResNet182026.02 | 63.91 | |
| MBMBackbone=ResNet182026.02 | 63.71 | |
| MahalanobisBackbone=ResNet182026.02 | 63.64 | |
| LOFBackbone=ResNet182026.02 | 62.9 | |
| ReActBackbone=ResNet182026.02 | 59.5 | |
| ResidualBackbone=ResNet182026.02 | 58.27 | |
| TAPUUDBackbone=ResNet182026.02 | 57.01 | |
| Bayes By BackpropBackbone=ResNet182026.02 | 54.31 | |
| FPI2026.02 | 53.65 | |
| FeatureNormBackbone=ResNet182026.02 | 52.91 | |
| Rotation PredBackbone=ResNet182026.02 | 52.17 | |
| NANBackbone=ResNet182026.02 | 48.46 | |
| CIDERBackbone=ResNet182026.02 | 48.31 | |
| Deep SVDD2026.02 | 39.11 | |
| NACBackbone=ResNet182026.02 | 37.32 |