OOD Detection on MVTec Metal Nut (Similar)
78.3AUROCResidual
Evaluation results
| Method | Links | |
|---|---|---|
| ResidualBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 78.3 | |
| KNNBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 71.02 | |
| MBMBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 70.32 | |
| MahalanobisBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 69.77 | |
| LOFBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 69.3 | |
| GRAMBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 68.94 | |
| NMDBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 68.75 | |
| WeiPerBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 67.91 | |
| XOOD-MBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 67.16 | |
| GradOrthBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 65.45 | |
| Deep EnsembleBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 64.72 | |
| KDE (Gaussian)Backbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 63.52 | |
| DICEBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 63.52 | |
| MC-DropoutBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 60.74 | |
| GradNormBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 60.34 | |
| GAIA-ABackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 59.43 | |
| ReActBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 59.43 | |
| TAPUUDBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 59.27 | |
| MCPBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 58.75 | |
| ODINBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 58.75 | |
| NuSABackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 58.41 | |
| ASHBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 57.84 | |
| SHEBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 57.5 | |
| ViMBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 57.27 | |
| FeatureNormBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 55 | |
| NANBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 54.43 | |
| CoPBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 53.07 | |
| NACBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 52.38 | |
| PCXBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 51.42 | |
| CoRPBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 48.86 |