OOD Detection on ISIC Ink Artefacts Similar (test)
24.05FPR@TPR80KNN
Evaluation results
| Method | Links | |
|---|---|---|
| KNNBackbone=ResNet18, Method Category=Feature-based2026.02 | 24.05 | |
| XOOD-MBackbone=ResNet18, Method Category=Feature-based2026.02 | 30 | |
| NANBackbone=ResNet18, Method Category=Feature-based2026.02 | 31.64 | |
| FeatureNormBackbone=ResNet18, Method Category=Feature-based2026.02 | 34.91 | |
| LOFBackbone=ResNet18, Method Category=Feature-based2026.02 | 36.18 | |
| KDE (Gaussian)Backbone=ResNet18, Method Category=Feature-based2026.02 | 45.45 | |
| NuSABackbone=ResNet18, Method Category=Feature-based2026.02 | 47.64 | |
| ODINBackbone=ResNet18, Method Category=Confidence-based2026.02 | 48 | |
| Deep EnsembleBackbone=ResNet18, Method Category=Confidence-based2026.02 | 48.18 | |
| GRAMBackbone=ResNet18, Method Category=Feature-based2026.02 | 49.98 | |
| ViMBackbone=ResNet18, Method Category=Confidence-based2026.02 | 50.45 | |
| WeiPerBackbone=ResNet18, Method Category=Confidence-based2026.02 | 50.65 | |
| GradOrthBackbone=ResNet18, Method Category=Confidence-based2026.02 | 51.64 | |
| SHEBackbone=ResNet18, Method Category=Confidence-based2026.02 | 51.64 | |
| MCPBackbone=ResNet18, Method Category=Confidence-based2026.02 | 52 | |
| TAPUUDBackbone=ResNet18, Method Category=Feature-based2026.02 | 52.08 | |
| MBMBackbone=ResNet18, Method Category=Feature-based2026.02 | 52.91 | |
| GradNormBackbone=ResNet18, Method Category=Confidence-based2026.02 | 52.91 | |
| MahalanobisBackbone=ResNet18, Method Category=Feature-based2026.02 | 54.18 | |
| ASHBackbone=ResNet18, Method Category=Confidence-based2026.02 | 54.55 | |
| PCXBackbone=ResNet18, Method Category=Feature-based2026.02 | 55.09 | |
| GAIA-ABackbone=ResNet18, Method Category=Confidence-based2026.02 | 55.27 | |
| CoPBackbone=ResNet18, Method Category=Feature-based2026.02 | 55.3 | |
| CoRPBackbone=ResNet18, Method Category=Feature-based2026.02 | 56.91 | |
| DICEBackbone=ResNet18, Method Category=Confidence-based2026.02 | 61.46 | |
| MC-DropoutBackbone=ResNet18, Method Category=Confidence-based2026.02 | 61.82 | |
| ReActBackbone=ResNet18, Method Category=Confidence-based2026.02 | 63.45 | |
| NMDBackbone=ResNet18, Method Category=Feature-based2026.02 | 83.33 | |
| ResidualBackbone=ResNet18, Method Category=Feature-based2026.02 | 84.55 | |
| NACBackbone=ResNet18, Method Category=Feature-based2026.02 | 87.09 |