Table 3.
Average values of four-classifying model evaluation indices.
| Category | Model | No Defect | Hole | Crack | Foreign Matter |
|---|---|---|---|---|---|
| Precision | CNN | 99.86% | 99.77% | 99.63% | 99.80% |
| SCN | 99.13% | 98.57% | 98.10% | 98.08% | |
| Recall | CNN | 99.53% | 99.94% | 99.81% | 99.80% |
| SCN | 99.33% | 99.61% | 98.09% | 95.90% | |
| F-score | CNN | 0.9969 | 0.9986 | 0.9972 | 0.9979 |
| SCN | 0.9923 | 0.9908 | 0.9809 | 0.9696 |