Table 5.
Average values of six-classifying model evaluation indices.
| Category | Model | No Defect | Hole | Crack | Foreign Matter | ||
|---|---|---|---|---|---|---|---|
| 5 mm | 7 mm | 9 mm | |||||
| Precision | CNN | 99.67% | 99.82% | 95.26% | 94.78% | 98.99% | 99.02% |
| SCN | 97.89% | 96.84% | 94.45% | 93.51% | 97.97% | 98.07% | |
| Recall | CNN | 99.80% | 89.33% | 100% | 99.50% | 98.64% | 99.50% |
| SCN | 99.35% | 90.38% | 98.68% | 98.52% | 95.78% | 96.40% | |
| F-score | CNN | 0.9973 | 0.9425 | 0.9757 | 0.9708 | 0.9881 | 0.9926 |
| SCN | 0.9860 | 0.9344 | 0.9649 | 0.9594 | 0.9685 | 0.9722 | |