OOD detection on MVTec Metal Nut Dissimilar
0.7966AUROCLOF
Evaluation results
| Method | Links | |
|---|---|---|
| LOFBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.7966 | |
| KNNBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.7875 | |
| ResidualBackbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.7795 | |
| Deep EnsembleBackbone=VGG16, Method category=Confidence-based, Hyperparameter selection=best-performing2026.02 | 0.7534 | |
| KNNBackbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.7489 | |
| WeiPerBackbone=VGG16, Method category=Confidence-based, Hyperparameter selection=best-performing2026.02 | 0.7432 | |
| NMDBackbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.7409 | |
| ODINBackbone=VGG16, Method category=Confidence-based, Hyperparameter selection=best-performing2026.02 | 0.7398 | |
| MC-DropoutBackbone=VGG16, Method category=Confidence-based, Hyperparameter selection=best-performing2026.02 | 0.713 | |
| MCPBackbone=VGG16, Method category=Confidence-based, Hyperparameter selection=best-performing2026.02 | 0.7107 | |
| ResidualBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.7091 | |
| KDE (Gaussian)Backbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.708 | |
| ResidualBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.7011 | |
| ViMBackbone=VGG16, Method category=Confidence-based, Hyperparameter selection=best-performing2026.02 | 0.6989 | |
| DICEBackbone=VGG16, Method category=Confidence-based, Hyperparameter selection=best-performing2026.02 | 0.6966 | |
| GradNormBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 0.6939 | |
| NMDBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.6894 | |
| FeatureNormBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.6875 | |
| GradOrthBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 0.6799 | |
| MahalanobisBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.6784 | |
| XOOD-MBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.6693 | |
| DICEBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 0.6693 | |
| MBMBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.669 | |
| ReActBackbone=VGG16, Method category=Confidence-based, Hyperparameter selection=best-performing2026.02 | 0.6648 | |
| MC-DropoutBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 0.6647 | |
| ASHBackbone=VGG16, Method category=Confidence-based, Hyperparameter selection=best-performing2026.02 | 0.6636 | |
| WeiPerBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 0.6602 | |
| GRAMBackbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.6532 | |
| GRAMBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.647 | |
| PCXBackbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.6452 | |
| NMDBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.6443 | |
| LOFBackbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.6352 | |
| Deep EnsembleBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 0.6348 | |
| Deep EnsembleBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 0.6275 | |
| WeiPerBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 0.6227 | |
| MCPBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 0.6216 | |
| ODINBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 0.6216 | |
| ASHBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 0.617 | |
| MC-DropoutBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 0.6083 | |
| GradNormBackbone=VGG16, Method category=Confidence-based, Hyperparameter selection=best-performing2026.02 | 0.5998 | |
| GradNormBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 0.5983 | |
| NuSABackbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.5892 | |
| ASHBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 0.5875 | |
| KDE (Gaussian)Backbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.5875 | |
| MahalanobisBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.583 | |
| TAPUUDBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.583 | |
| MBMBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.5812 | |
| ViMBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 0.5761 | |
| NANBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.5739 | |
| PCXBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.572 | |
| ReActBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 0.5659 | |
| MBMBackbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.5576 | |
| MahalanobisBackbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.5489 | |
| XOOD-MBackbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.5489 | |
| TAPUUDBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.5364 | |
| CoPBackbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.5352 | |
| XOOD-MBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.5327 | |
| ODINBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 0.5318 | |
| GradOrthBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 0.53 | |
| SHEBackbone=VGG16, Method category=Confidence-based, Hyperparameter selection=best-performing2026.02 | 0.5284 | |
| FeatureNormBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.5269 | |
| GRAMBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.5254 | |
| NANBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.5239 | |
| NACBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.5213 | |
| NACBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.5193 | |
| GradOrthBackbone=VGG16, Method category=Confidence-based, Hyperparameter selection=best-performing2026.02 | 0.517 | |
| CoRPBackbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.509 | |
| PCXBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.4915 | |
| DICEBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 0.4898 | |
| TAPUUDBackbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.483 | |
| NANBackbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.4648 | |
| SHEBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 0.4602 | |
| ReActBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 0.4591 | |
| GAIA-ABackbone=VGG16, Method category=Confidence-based, Hyperparameter selection=best-performing2026.02 | 0.4557 | |
| FeatureNormBackbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.4545 | |
| MCPBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 0.4534 | |
| NuSABackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.4409 | |
| SHEBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 0.4409 | |
| KDE (Gaussian)Backbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.4398 | |
| ViMBackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 0.4375 | |
| LOFBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.4295 | |
| GAIA-ABackbone=ResNet18, Method Category=Confidence-based, Hyperparameter Setting=best-performing2026.02 | 0.4261 | |
| CoPBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.4233 | |
| CoRPBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.4186 | |
| NACBackbone=VGG16, Method category=Feature-based, Hyperparameter selection=best-performing2026.02 | 0.4142 | |
| NuSABackbone=ViT-B/32, Method Type=Feature-based2026.02 | 0.4023 | |
| CoPBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.392 | |
| CoRPBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.3909 | |
| KNNBackbone=ResNet18, Method Category=Feature-based, Hyperparameter Setting=best-performing2026.02 | 0.3693 | |
| GAIA-ABackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 0.358 |