Table 7.
Average values of five-classifying model evaluation indices.
| Category | Model | No Defect | Hole | Crack | Foreign Matter | |
|---|---|---|---|---|---|---|
| 7 mm | 9 mm | |||||
| Precision | CNN | 99.60% | 99.01% | 99.83% | 99.27% | 99.00% |
| SCN | 98.89% | 98.20% | 99.02% | 97.90% | 95.62% | |
| Recall | CNN | 99.60% | 99.83% | 99.17% | 99.00% | 99.20% |
| SCN | 98.58% | 100% | 99.50% | 97.32% | 95.20% | |
| F-score | CNN | 0.9960 | 0.9942 | 0.9950 | 0.9914 | 0.9910 |
| SCN | 0.9873 | 0.9909 | 0.9926 | 0.9758 | 0.9532 | |