Table 4 Performance comparison of unsupervised surface defect detection methods
Model | Object | Author | Dataset | Precision (%) | Recall (%) | F1- Score (%) | Accuracy(%) | AUROC(%) | FPS |
|---|---|---|---|---|---|---|---|---|---|
AutoEncoder | Fabric | Ruofeng Wei | Self-managed datasets | 73.4 | 41.9 | 53.3 | |||
Industrial Products | Lu Wang | MVTec AD | 95.6 | 83.7 | 85 | ||||
Industrial Products | Du-Ming Tsai | DAGM | 95 | ||||||
KTL-coated Aluminum | Alexander Pierer | Self-managed datasets | 99.9 | ||||||
Industrial Products | Tesfaye Getachew Shiferaw | MVTec AD | 97.69 | ||||||
GAN | Industrial Products | Lin Zhang | MVTec AD | 94.3 | |||||
Steel | Chao Zhang | Self-managed datasets | 72.98 | 86.38 | |||||
Screw rods And Hex nuts. | Kengo Ishida | Self-managed datasets | 97.6 | 25.0 | |||||
MVTec AD | 97.1 |