Anomaly Localization on VisA (AUROC Unified and Separate Settings)
99.7AUROC (Unified)PatchCore
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PatchCoreClass=PCB1, Category=Complex Structure2024.02 | 99.7 | 99.8 | |
| CRADClass=PCB1, Category=Complex Structure2024.02 | 99.5 | 99.5 | |
| PatchCoreClass=Chewinggum, Category=Single Instance2024.02 | 99.5 | 99.5 | |
| CRADClass=Chewinggum, Category=Single Instance2024.02 | 99.5 | 98.9 | |
| PatchCoreClass=Cashew, Category=Single Instance2024.02 | 99.4 | 98.6 | |
| UniADClass=PCB1, Category=Complex Structure2024.02 | 99.3 | 99.2 | |
| PatchCoreClass=PCB3, Category=Complex Structure2024.02 | 99.3 | 99.4 | |
| UniADClass=Chewinggum, Category=Single Instance2024.02 | 99.2 | 99.2 | |
| OmniALClass=Candle, Category=Multiple Instances2024.02 | 99.1 | 99.2 | |
| PatchCoreClass=Capsules, Category=Multiple Instances2024.02 | 99.1 | 99 | |
| CRADClass=Capsules, Category=Multiple Instances2024.02 | 99.1 | 99.1 | |
| UniADClass=Macaroni1, Category=Multiple Instances2024.02 | 99.1 | 99 | |
| UniADClass=Fryum, Category=Single Instance2024.02 | 99.1 | 98.5 | |
| OmniALClass=Capsules, Category=Multiple Instances2024.02 | 99 | 99.7 | |
| OmniALClass=Fryum, Category=Single Instance2024.02 | 99 | 98.7 | |
| PatchCoreClass=Fryum, Category=Single Instance2024.02 | 98.9 | 98.9 | |
| CRADClass=Macaroni1, Category=Multiple Instances2024.02 | 98.8 | 99 | |
| CRADClass=PCB3, Category=Complex Structure2024.02 | 98.7 | 98.6 | |
| CRADClass=Candle, Category=Multiple Instances2024.02 | 98.6 | 98.9 | |
| UniADClass=Cashew, Category=Single Instance2024.02 | 98.6 | 98.4 | |
| CRADClass=Mean, Category=Overall2024.02 | 98.6 | 98.5 | |
| UniADClass=Mean, Category=Overall2024.02 | 98.5 | 98.2 | |
| PatchCoreClass=Macaroni1, Category=Multiple Instances2024.02 | 98.3 | 99.3 | |
| CRADClass=Fryum, Category=Single Instance2024.02 | 98.3 | 98.4 | |
| UniADClass=PCB3, Category=Complex Structure2024.02 | 98.1 | 98 | |
| PatchCoreClass=Candle, Category=Multiple Instances2024.02 | 98.1 | 98.5 | |
| PatchCoreClass=PCB2, Category=Complex Structure2024.02 | 98 | 98.7 | |
| OmniALClass=Macaroni1, Category=Multiple Instances2024.02 | 97.9 | 99.1 | |
| PatchCoreClass=PCB4, Category=Complex Structure2024.02 | 97.7 | 98.2 | |
| UniADClass=Macaroni2, Category=Multiple Instances2024.02 | 97.7 | 97.4 | |
| UniADClass=Pipe fryum, Category=Single Instance2024.02 | 97.7 | 96.7 | |
| OmniALClass=PCB1, Category=Complex Structure2024.02 | 97.6 | 98.7 | |
| UniADClass=PCB2, Category=Complex Structure2024.02 | 97.6 | 96.5 | |
| CRADClass=PCB2, Category=Complex Structure2024.02 | 97.6 | 97 | |
| UniADClass=PCB4, Category=Complex Structure2024.02 | 97.6 | 97.2 | |
| CRADClass=PCB4, Category=Complex Structure2024.02 | 97.5 | 98.9 | |
| CRADClass=Pipe fryum, Category=Single Instance2024.02 | 97.5 | 98.9 | |
| PatchCoreClass=Mean, Category=Overall2024.02 | 97.5 | 98.5 | |
| CRADClass=Cashew, Category=Single Instance2024.02 | 97.4 | 98 | |
| UniADClass=Capsules, Category=Multiple Instances2024.02 | 96.6 | 96 | |
| OmniALClass=Pipe fryum, Category=Single Instance2024.02 | 96.6 | 96.3 | |
| OmniALClass=Mean, Category=Overall2024.02 | 96.6 | 96 | |
| OmniALClass=Chewinggum, Category=Single Instance2024.02 | 96.4 | 94.9 | |
| PatchCoreClass=Macaroni2, Category=Multiple Instances2024.02 | 96.1 | 98.6 | |
| CRADClass=Macaroni2, Category=Multiple Instances2024.02 | 95.5 | 96.4 | |
| OmniALClass=Cashew, Category=Single Instance2024.02 | 95 | 98.9 | |
| OmniALClass=PCB3, Category=Complex Structure2024.02 | 94.7 | 98.4 | |
| OmniALClass=PCB2, Category=Complex Structure2024.02 | 93.9 | 83.2 | |
| PatchCoreClass=Pipe fryum, Category=Single Instance2024.02 | 92.1 | 89.3 | |
| UniADClass=Candle, Category=Multiple Instances2024.02 | 90.5 | 91.5 | |
| OmniALClass=PCB4, Category=Complex Structure2024.02 | 89.8 | 92.4 | |
| OmniALClass=Macaroni2, Category=Multiple Instances2024.02 | 88.6 | 97.1 |