OOD detection on MVTec Metal Nut - Similar artifacts (test)
85.23AUROCFeatureNorm
Evaluation results
| Method | Links | |
|---|---|---|
| FeatureNormBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 85.23 | |
| KNNBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 83.18 | |
| KDE (Gaussian)Backbone=ViT-B/32, Method Type=Feature-based2026.02 | 82.39 | |
| LOFBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 81.59 | |
| XOOD-MBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 79.97 | |
| CoPBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 78.79 | |
| GRAMBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 78.23 | |
| MBMBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 78.21 | |
| MahalanobisBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 77.7 | |
| CoRPBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 75.19 | |
| ResidualBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 74.77 | |
| DICEBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 71.82 | |
| GradNormBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 71.75 | |
| ODINBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 71.25 | |
| NMDBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 70.57 | |
| Deep EnsembleBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 70.14 | |
| GradOrthBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 69.03 | |
| NANBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 68.64 | |
| MC-DropoutBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 68.56 | |
| MCPBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 66.14 | |
| WeiPerBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 66.02 | |
| TAPUUDBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 65.11 | |
| PCXBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 64.02 | |
| ViMBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 63.86 | |
| ReActBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 63.18 | |
| ASHBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 62.84 | |
| SHEBackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 58.3 | |
| NuSABackbone=ViT-B/32, Method Type=Feature-based2026.02 | 58.07 | |
| NACBackbone=ViT-B/32, Method Type=Feature-based2026.02 | 54.54 | |
| GAIA-ABackbone=ViT-B/32, Method Type=Confidence-based2026.02 | 37.16 |