Table 4.
Performance of the proposed CNN using CT dataset, max. epochs = 50. (%)
| OA | M-B Size | LR | Accuracy | Precision | Recall | F_score |
|---|---|---|---|---|---|---|
| Adam | 32 | 0.001 | 90.32 | 87.88 | 93.55 | 90.62 |
| 0.0001 | 93.61 | 92.31 | 93.77 | 93.03 | ||
| 64 | 0.001 | 89.52 | 86.57 | 93.55 | 89.92 | |
| 0.0001 | 87.9 | 86.15 | 90.32 | 88.18 | ||
| 128 | 0.001 | 90.32 | 93.1 | 87.1 | 90 | |
| 0.0001 | 84.68 | 87.72 | 80.65 | 84.03 | ||
| RMS Prop | 32 | 0.001 | 92.74 | 90.77 | 94.16 | 92.43 |
| 0.0001 | 93.97 | 94.72 | 93.16 | 93.93 | ||
| 64 | 0.001 | 93.77 | 93.14 | 92.72 | 92.92 | |
| 0.0001 | 94.35 | 96.61 | 91.94 | 94.21 | ||
| 128 | 0.001 | 89.52 | 90.16 | 88.71 | 89.42 | |
| 0.0001 | 90.32 | 89.06 | 91.94 | 90.47 | ||
| SGDM | 32 | 0.001 | 93.55 | 90.91 | 96.77 | 93.74 |
| 0.0001 | 85.48 | 82.35 | 90.32 | 86.15 | ||
| 64 | 0.001 | 88.71 | 82.43 | 98.39 | 89.7 | |
| 0.0001 | 80.65 | 81.67 | 79.03 | 80.32 | ||
| 128 | 0.001 | 91.94 | 91.94 | 91.94 | 91.94 | |
| 0.0001 | 86.28 | 86.89 | 85.48 | 86.17 | ||
| Mean | 89.87 | 89.13 | 90.75 | 89.84 | ||
| Variance | 13.46 | 17.47 | 23.9 | 13.2 | ||
| Standard deviation | 3.67 | 4.18 | 4.9 | 3.6 | ||