Table 2.
Performance of the proposed CNN using CT dataset, max, Epochs = 30 (%)
| OA | MB Size | LR | Accuracy | Precision | Recall | F_score |
|---|---|---|---|---|---|---|
| Adam | 32 | 0.001 | 91.39 | 90.88 | 89.33 | 90.09 |
| 0.0001 | 90.55 | 86.71 | 92.39 | 89.45 | ||
| 64 | 0.001 | 89.52 | 88.89 | 90.32 | 89.59 | |
| 0.0001 | 92.16 | 93.67 | 90.55 | 92.08 | ||
| 128 | 0.001 | 88.71 | 90 | 87.1 | 88.52 | |
| 0.0001 | 90.32 | 93.1 | 87.1 | 90 | ||
| RMS Prop | 32 | 0.001 | 92.04 | 92.92 | 90.32 | 91.6 |
| 0.0001 | 91.94 | 94.83 | 88.71 | 91.66 | ||
| 64 | 0.001 | 87.1 | 84.85 | 90.32 | 87.49 | |
| 0.0001 | 90.74 | 88.77 | 91.16 | 89.94 | ||
| 128 | 0.001 | 91.13 | 91.8 | 90.32 | 91.05 | |
| 0.0001 | 91.94 | 89.39 | 91.18 | 90.27 | ||
| SGDM | 32 | 0.001 | 90.55 | 87.19 | 90.4 | 88.76 |
| 0.0001 | 82.26 | 78.57 | 88.71 | 83.33 | ||
| 64 | 0.001 | 86.1 | 88.86 | 84.55 | 86.65 | |
| 0.0001 | 83.06 | 85.96 | 79.03 | 82.34 | ||
| 128 | 0.001 | 87.1 | 88.33 | 85.48 | 86.88 | |
| 0.0001 | 84.68 | 86.44 | 82.26 | 84.29 | ||
| Mean Value | 88.96 | 88.95 | 88.29 | 88.55 | ||
| Variance | 9.54 | 13.9 | 11.54 | 7.8 | ||
| Standard deviation | 3.09 | 3.73 | 3.4 | 2.79 | ||