OOD detection on ISIC Colour Chart Artefacts Similar
13.1AURCGAIA-A
Evaluation results
| Method | Links | |
|---|---|---|
| GAIA-ABackbone=ResNet18, Method Category=Confidence-based2026.02 | 13.1 | |
| ReActBackbone=ResNet18, Method Category=Confidence-based2026.02 | 11.99 | |
| GradNormBackbone=ResNet18, Method Category=Confidence-based2026.02 | 10.82 | |
| MC-DropoutBackbone=ResNet18, Method Category=Confidence-based2026.02 | 10.07 | |
| NuSABackbone=ResNet18, Method Category=Feature-based2026.02 | 10.02 | |
| SHEBackbone=ResNet18, Method Category=Confidence-based2026.02 | 9.31 | |
| MCPBackbone=ResNet18, Method Category=Confidence-based2026.02 | 9.09 | |
| DICEBackbone=ResNet18, Method Category=Confidence-based2026.02 | 9.03 | |
| GradOrthBackbone=ResNet18, Method Category=Confidence-based2026.02 | 8.98 | |
| GRAMBackbone=ResNet18, Method Category=Feature-based2026.02 | 8.78 | |
| NMDBackbone=ResNet18, Method Category=Feature-based2026.02 | 7.87 | |
| Deep EnsembleBackbone=ResNet18, Method Category=Confidence-based2026.02 | 7.5 | |
| NACBackbone=ResNet18, Method Category=Feature-based2026.02 | 6.52 | |
| NANBackbone=ResNet18, Method Category=Feature-based2026.02 | 6.5 | |
| TAPUUDBackbone=ResNet18, Method Category=Feature-based2026.02 | 5.4 | |
| ASHBackbone=ResNet18, Method Category=Confidence-based2026.02 | 5.22 | |
| XOOD-MBackbone=ResNet18, Method Category=Feature-based2026.02 | 3.15 | |
| CoRPBackbone=ResNet18, Method Category=Feature-based2026.02 | 3.03 | |
| CoPBackbone=ResNet18, Method Category=Feature-based2026.02 | 2.73 | |
| ODINBackbone=ResNet18, Method Category=Confidence-based2026.02 | 2.47 | |
| WeiPerBackbone=ResNet18, Method Category=Confidence-based2026.02 | 2.32 | |
| ViMBackbone=ResNet18, Method Category=Confidence-based2026.02 | 2.31 | |
| KDE (Gaussian)Backbone=ResNet18, Method Category=Feature-based2026.02 | 2.12 | |
| ResidualBackbone=ResNet18, Method Category=Feature-based2026.02 | 1.78 | |
| LOFBackbone=ResNet18, Method Category=Feature-based2026.02 | 1.7 | |
| FeatureNormBackbone=ResNet18, Method Category=Feature-based2026.02 | 1.53 | |
| MahalanobisBackbone=ResNet18, Method Category=Feature-based2026.02 | 1.23 | |
| MBMBackbone=ResNet18, Method Category=Feature-based2026.02 | 1.12 | |
| PCXBackbone=ResNet18, Method Category=Feature-based2026.02 | 0.58 | |
| KNNBackbone=ResNet18, Method Category=Feature-based2026.02 | 0.08 |