OOD Detection on ISIC Colour Chart Artefacts (Similar) (test)
0.9286AUROCLOF
Evaluation results
| Method | Links | |
|---|---|---|
| LOFBackbone=ViT-B/32, Category=Feature-based2026.02 | 0.9286 | |
| MBMBackbone=ViT-B/32, Category=Feature-based2026.02 | 0.9158 | |
| ResidualBackbone=ViT-B/32, Category=Feature-based2026.02 | 0.915 | |
| KNNBackbone=ViT-B/32, Category=Feature-based2026.02 | 0.9148 | |
| MahalanobisBackbone=ViT-B/32, Category=Feature-based2026.02 | 0.9146 | |
| CoPBackbone=ViT-B/32, Category=Feature-based2026.02 | 0.9109 | |
| CoRPBackbone=ViT-B/32, Category=Feature-based2026.02 | 0.8935 | |
| XOOD-MBackbone=ViT-B/32, Category=Feature-based2026.02 | 0.8679 | |
| FeatureNormBackbone=ViT-B/32, Category=Feature-based2026.02 | 0.8606 | |
| KDE (Gaussian)Backbone=ViT-B/32, Category=Feature-based2026.02 | 0.8572 | |
| GRAMBackbone=ViT-B/32, Category=Feature-based2026.02 | 0.789 | |
| Deep EnsembleBackbone=ViT-B/32, Category=Confidence-based2026.02 | 0.7202 | |
| TAPUUDBackbone=ViT-B/32, Category=Feature-based2026.02 | 0.6864 | |
| NuSABackbone=ViT-B/32, Category=Feature-based2026.02 | 0.6714 | |
| GradNormBackbone=ViT-B/32, Category=Confidence-based2026.02 | 0.6494 | |
| ASHBackbone=ViT-B/32, Category=Confidence-based2026.02 | 0.6168 | |
| ODINBackbone=ViT-B/32, Category=Confidence-based2026.02 | 0.6129 | |
| WeiPerBackbone=ViT-B/32, Category=Confidence-based2026.02 | 0.6126 | |
| DICEBackbone=ViT-B/32, Category=Confidence-based2026.02 | 0.6081 | |
| MC-DropoutBackbone=ViT-B/32, Category=Confidence-based2026.02 | 0.6023 | |
| ViMBackbone=ViT-B/32, Category=Confidence-based2026.02 | 0.5991 | |
| GradOrthBackbone=ViT-B/32, Category=Confidence-based2026.02 | 0.5982 | |
| ReActBackbone=ViT-B/32, Category=Confidence-based2026.02 | 0.5896 | |
| MCPBackbone=ViT-B/32, Category=Confidence-based2026.02 | 0.5872 | |
| SHEBackbone=ViT-B/32, Category=Confidence-based2026.02 | 0.5867 | |
| NACBackbone=ViT-B/32, Category=Feature-based2026.02 | 0.5725 | |
| NMDBackbone=ViT-B/32, Category=Feature-based2026.02 | 0.5668 | |
| PCXBackbone=ViT-B/32, Category=Feature-based2026.02 | 0.5581 | |
| NANBackbone=ViT-B/32, Category=Feature-based2026.02 | 0.5512 | |
| GAIA-ABackbone=ViT-B/32, Category=Confidence-based2026.02 | 0.342 |