Anomaly Detection on MVTec AD (AUROC and Error)
0.996AUROCSimpleNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SimpleNet2024.07 | 0.996 | — | — | |
| Recontrast2024.07 | 0.995 | — | — | |
| Patchcore2024.07 | 0.992 | — | — | |
| GeneralADModel Size=base, Backbone=DINOv22024.07 | 0.992 | — | — | |
| GeneralADModel Size=large, Backbone=DINOv22024.07 | 0.992 | — | — | |
| PatchCoreSubsampling=25%2021.06 | 0.991 | 0.9 | 42 | |
| PatchCoreSubsampling=10%2021.06 | 0.99 | 1 | 47 | |
| PatchCoreSubsampling=1%2021.06 | 0.99 | 1 | 49 | |
| GeneralADModel Size=small, Backbone=DINOv22024.07 | 0.987 | — | — | |
| RDAD2024.07 | 0.984 | — | — | |
| PaDiMBackbone Selection=Problem-specific2021.06 | 0.979 | 2.1 | — | |
| Mah.AD2021.06 | 0.958 | 4.2 | — | |
| PaDiM2021.06 | 0.953 | 4.7 | — | |
| DifferNet2021.06 | 0.949 | 5.1 | — | |
| POUTAShots=8-shot2023.12 | 0.922 | — | — | |
| PatchSVDD2021.06 | 0.921 | 7.9 | — | |
| POUTAShots=4-shot2023.12 | 0.886 | — | — | |
| Transformaly2024.07 | 0.879 | — | — | |
| RegADShots=8-shot2023.12 | 0.874 | — | — | |
| PANDA2024.07 | 0.865 | — | — | |
| FITYMI2024.07 | 0.864 | — | — | |
| POUTAShots=2-shot2023.12 | 0.86 | — | — | |
| KDADBackbone=DINOv2-B2024.07 | 0.858 | — | — | |
| SPADE2021.06 | 0.855 | 14.5 | — | |
| MSAD2024.07 | 0.855 | — | — | |
| RegADShots=4-shot2023.12 | 0.849 | — | — | |
| DifferNetShots=8-shot2023.12 | 0.829 | — | — | |
| RegADShots=2-shot2023.12 | 0.815 | — | — | |
| DifferNetShots=4-shot2023.12 | 0.808 | — | — | |
| DifferNetShots=2-shot2023.12 | 0.805 | — | — | |
| TDGShots=8-shot2023.12 | 0.752 | — | — | |
| TDGShots=4-shot2023.12 | 0.727 | — | — | |
| TDGShots=2-shot2023.12 | 0.712 | — | — |