Pixel-level Anomaly Detection and Localization on MVTec-AD (one-third train and two-thirds eval)
100AUC-PDefectFill
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DefectFillCategory=bottle, Ground-truth anomaly masks=True, Source=Paper values2025.07 | 100 | 96 | 90 | 97 | |
| DefectFillCategory=capsule, Ground-truth anomaly masks=True, Source=Paper values2025.07 | 100 | 75 | 69 | 96 | |
| DefectFillCategory=hazelnut, Ground-truth anomaly masks=True, Source=Paper values2025.07 | 100 | 99 | 94 | 99 | |
| DefectFillCategory=leather, Ground-truth anomaly masks=True, Source=Paper values2025.07 | 100 | 91 | 83 | 98 | |
| DefectFillCategory=pill, Ground-truth anomaly masks=True, Source=Paper values2025.07 | 100 | 98 | 93 | 98 | |
| DefectFillCategory=tile, Ground-truth anomaly masks=True, Source=Paper values2025.07 | 100 | 97 | 90 | 98 | |
| DefectFillCategory=zipper, Ground-truth anomaly masks=True, Source=Paper values2025.07 | 100 | 93 | 86 | 98 | |
| DefectFillCategory=Average, Ground-truth anomaly masks=True, Source=Paper values2025.07 | 100 | 92 | 86 | 97 | |
| MAGICCategory=bottle, Ground-truth anomaly masks=True2025.07 | 100 | 97 | 92 | 98 | |
| MAGICCategory=hazelnut, Ground-truth anomaly masks=True2025.07 | 100 | 99 | 95 | 98 | |
| MAGICCategory=leather, Ground-truth anomaly masks=True2025.07 | 100 | 89 | 81 | 98 | |
| MAGICCategory=pill, Ground-truth anomaly masks=True2025.07 | 100 | 93 | 84 | 97 | |
| MAGICCategory=tile, Ground-truth anomaly masks=True2025.07 | 100 | 99 | 94 | 99 | |
| MAGICCategory=toothbrush, Ground-truth anomaly masks=True2025.07 | 100 | 98 | 93 | 98 | |
| MAGICCategory=wood, Ground-truth anomaly masks=True2025.07 | 100 | 92 | 88 | 98 | |
| MAGICCategory=zipper, Ground-truth anomaly masks=True2025.07 | 100 | 95 | 88 | 98 | |
| MAGICCategory=Average, Ground-truth anomaly masks=True2025.07 | 100 | 92 | 86 | 97 | |
| DefectFillCategory=carpet, Ground-truth anomaly masks=True, Source=Paper values2025.07 | 99 | 92 | 86 | 96 | |
| DefectFillCategory=toothbrush, Ground-truth anomaly masks=True, Source=Paper values2025.07 | 99 | 89 | 82 | 94 | |
| DefectFillCategory=wood, Ground-truth anomaly masks=True, Source=Paper values2025.07 | 99 | 89 | 82 | 94 | |
| MAGICCategory=capsule, Ground-truth anomaly masks=True2025.07 | 99 | 71 | 70 | 96 | |
| MAGICCategory=carpet, Ground-truth anomaly masks=True2025.07 | 99 | 89 | 82 | 94 |