Table 3.
Performance of the Proposed CNN on the CT Dataset, max, Epochs = 40
| OA | MB Size | LR | Accuracy (%) | Precision (%) | Recall | F_score |
|---|---|---|---|---|---|---|
| Adam | 32 | 0.001 | 91.94 | 88.24 | 96.77 | 92.3 |
| 0.0001 | 93.07 | 91.75 | 94.77 | 93.23 | ||
| 64 | 0.001 | 90.32 | 90.32 | 90.32 | 90.32 | |
| 0.0001 | 91.94 | 90.32 | 90.33 | 90.32 | ||
| 128 | 0.001 | 92.74 | 90.77 | 95.16 | 92.91 | |
| 0.0001 | 87.1 | 83.82 | 91.94 | 87.69 | ||
| RMS Prop | 32 | 0.001 | 90.32 | 86.76 | 95.16 | 90.76 |
| 0.0001 | 75.81 | 79.63 | 69.35 | 74.13 | ||
| 64 | 0.001 | 91.13 | 94.74 | 87.1 | 90.75 | |
| 0.0001 | 92.55 | 90.91 | 93.77 | 92.31 | ||
| 128 | 0.001 | 89.52 | 87.69 | 91.94 | 89.76 | |
| 0.0001 | 91.94 | 89.39 | 95.16 | 92.18 | ||
| SGDM | 32 | 0.001 | 86.29 | 83.58 | 90.33 | 86.82 |
| 0.0001 | 89.52 | 86.57 | 93.55 | 89.92 | ||
| 64 | 0.001 | 84.68 | 81.16 | 90.32 | 85.49 | |
| 0.0001 | 80.65 | 79.69 | 82.26 | 80.95 | ||
| 128 | 0.001 | 90.32 | 86.76 | 95.15 | 90.76 | |
| 0.0001 | 82.26 | 80.3 | 85.48 | 82.8 | ||
| Mean | 88.45 | 86.8 | 90.49 | 88.52 | ||
| Variance | 21.78 | 19.44 | 40.03 | 23.24 | ||
| Standard deviation | 4.67 | 4.41 | 6.33 | 4.82 | ||