OOD detection on ISIC Ink Artefacts (Similar)
85.68AUROCKNN
Evaluation results
| Method | Links | |
|---|---|---|
| KNNBackbone=ResNet18, Group=Feature-based2026.02 | 85.68 | |
| KDE (Gaussian)Backbone=ResNet18, Group=Feature-based2026.02 | 85.55 | |
| RealNVPGroup=External2026.02 | 83.96 | |
| Reject ClassBackbone=ResNet18, Group=Ad-hoc2026.02 | 83.35 | |
| LOFBackbone=ResNet18, Group=Feature-based2026.02 | 82.35 | |
| XOOD-MBackbone=ResNet18, Group=Feature-based2026.02 | 80.76 | |
| GRAMBackbone=ResNet18, Group=Feature-based2026.02 | 80.32 | |
| NMDBackbone=ResNet18, Group=Feature-based2026.02 | 79.31 | |
| FPIGroup=External2026.02 | 78.42 | |
| MBMBackbone=ResNet18, Group=Feature-based2026.02 | 77.4 | |
| MahalanobisBackbone=ResNet18, Group=Feature-based2026.02 | 76.98 | |
| GradNormBackbone=ResNet18, Group=Confidence-based2026.02 | 75.63 | |
| PCXBackbone=ResNet18, Group=Feature-based2026.02 | 75.61 | |
| NANBackbone=ResNet18, Group=Feature-based2026.02 | 75.58 | |
| ViMBackbone=ResNet18, Group=Confidence-based2026.02 | 75.29 | |
| FeatureNormBackbone=ResNet18, Group=Feature-based2026.02 | 75.12 | |
| NuSABackbone=ResNet18, Group=Feature-based2026.02 | 75.02 | |
| WeiPerBackbone=ResNet18, Group=Confidence-based2026.02 | 74.59 | |
| Deep EnsembleBackbone=ResNet18, Group=Confidence-based2026.02 | 73.06 | |
| CIDERBackbone=ResNet18, Group=Ad-hoc2026.02 | 72.96 | |
| GradOrthBackbone=ResNet18, Group=Confidence-based2026.02 | 72.8 | |
| ODINBackbone=ResNet18, Group=Confidence-based2026.02 | 72.76 | |
| ASHBackbone=ResNet18, Group=Confidence-based2026.02 | 72.41 | |
| SHEBackbone=ResNet18, Group=Confidence-based2026.02 | 72.2 | |
| CoPBackbone=ResNet18, Group=Feature-based2026.02 | 71.74 | |
| CoRPBackbone=ResNet18, Group=Feature-based2026.02 | 71.16 | |
| TAPUUDBackbone=ResNet18, Group=Feature-based2026.02 | 70.79 | |
| Outlier ExposureBackbone=ResNet18, Group=Ad-hoc2026.02 | 70.58 | |
| MC-DropoutBackbone=ResNet18, Group=Confidence-based2026.02 | 70.42 | |
| MCPBackbone=ResNet18, Group=Confidence-based2026.02 | 69.83 | |
| DICEBackbone=ResNet18, Group=Confidence-based2026.02 | 69.04 | |
| GAIA-ABackbone=ResNet18, Group=Confidence-based2026.02 | 68.93 | |
| DDPM-MSEGroup=External2026.02 | 68.64 | |
| ResidualBackbone=ResNet18, Group=Feature-based2026.02 | 66 | |
| DDPM-LPIPSGroup=External2026.02 | 65.83 | |
| ReActBackbone=ResNet18, Group=Confidence-based2026.02 | 64.17 | |
| Deep SVDDGroup=External2026.02 | 62.17 | |
| Rotation PredBackbone=ResNet18, Group=Ad-hoc2026.02 | 56.33 | |
| Bayes By BackpropBackbone=ResNet18, Group=Ad-hoc2026.02 | 56.11 | |
| NACBackbone=ResNet18, Method Category=Feature-based2026.02 | 44 | |
| NMDBackbone=ResNet18, Method Category=Feature-based2026.02 | 42 | |
| NACBackbone=ResNet18, Group=Feature-based2026.02 | 39.62 | |
| ResidualBackbone=ResNet18, Method Category=Feature-based2026.02 | 35 | |
| MC-DropoutBackbone=ResNet18, Method Category=Confidence-based2026.02 | 31 | |
| GAIA-ABackbone=ResNet18, Method Category=Confidence-based2026.02 | 21 | |
| ReActBackbone=ResNet18, Method Category=Confidence-based2026.02 | 21 | |
| KDE (Gaussian)Backbone=ResNet18, Method Category=Feature-based2026.02 | 18 | |
| ASHBackbone=ResNet18, Method Category=Confidence-based2026.02 | 17 | |
| MCPBackbone=ResNet18, Method Category=Confidence-based2026.02 | 17 | |
| NANBackbone=ResNet18, Method Category=Feature-based2026.02 | 16 | |
| FeatureNormBackbone=ResNet18, Method Category=Feature-based2026.02 | 15 | |
| DICEBackbone=ResNet18, Method Category=Confidence-based2026.02 | 15 | |
| CoRPBackbone=ResNet18, Method Category=Feature-based2026.02 | 14 | |
| TAPUUDBackbone=ResNet18, Method Category=Feature-based2026.02 | 14 | |
| Deep EnsembleBackbone=ResNet18, Method Category=Confidence-based2026.02 | 14 | |
| GradNormBackbone=ResNet18, Method Category=Confidence-based2026.02 | 14 | |
| SHEBackbone=ResNet18, Method Category=Confidence-based2026.02 | 14 | |
| XOOD-MBackbone=ResNet18, Method Category=Feature-based2026.02 | 13 | |
| GradOrthBackbone=ResNet18, Method Category=Confidence-based2026.02 | 13 | |
| GRAMBackbone=ResNet18, Method Category=Feature-based2026.02 | 12 | |
| NuSABackbone=ResNet18, Method Category=Feature-based2026.02 | 12 | |
| WeiPerBackbone=ResNet18, Method Category=Confidence-based2026.02 | 12 | |
| CoPBackbone=ResNet18, Method Category=Feature-based2026.02 | 11 | |
| LOFBackbone=ResNet18, Method Category=Feature-based2026.02 | 11 | |
| PCXBackbone=ResNet18, Method Category=Feature-based2026.02 | 11 | |
| ODINBackbone=ResNet18, Method Category=Confidence-based2026.02 | 11 | |
| ViMBackbone=ResNet18, Method Category=Confidence-based2026.02 | 11 | |
| MahalanobisBackbone=ResNet18, Method Category=Feature-based2026.02 | 10 | |
| MBMBackbone=ResNet18, Method Category=Feature-based2026.02 | 9 | |
| KNNBackbone=ResNet18, Method Category=Feature-based2026.02 | 6 |