Table 2.
Prediction accuracy of the proposed CNN and ensemble of three deep learning models.
| Prediction accuracy of the proposed CNN | ||||||
|---|---|---|---|---|---|---|
| Width (μm) | 2 | 1 | 0.5 | 0.25 | 0.125 | 0.0625 |
| Total Accuracy | 95.24% | 96.00% | 93.15% | 92.67% | 88.51% | 89.33% |
| Small-reload & two slip | 100% | 100% | 94.59% | 100% | 92.11% | 92.31% |
| Small-reload & one slip | 97.22% | 100% | 97.22% | 94.44% | 100% | 94.44% |
| Large-reload & two slip | 89.19% | 89.74% | 94.59% | 89.74% | 78.95% | 79.49% |
| Large-reload & one slip | 94.44% | 94.44% | 86.11% | 86.11% | 83.33% | 91.67% |
| Prediction accuracy of ensemble of three deep learning models | ||||||
| Width (μm) | 2 | 1 | 0.5 | 0.25 | 0.125 | 0.0625 |
| Total Accuracy | 97.28% | 97.33% | 95.21% | 94.00% | 89.19% | 90.67% |
| Small-reload & two slip | 100% | 100% | 91.89% | 97.44% | 89.47% | 94.87% |
| Small-reload & one slip | 100% | 100% | 94.44% | 91.67% | 100% | 94.44% |
| Large-reload & two slip | 89.19% | 92.31% | 97.30% | 92.31% | 84.21% | 82.05% |
| Large-reload & one slip | 100% | 97.22% | 97.22% | 94.44% | 83.33% | 91.67% |