Table 7.
The proposed AI method employs CNN and Majority Voting on the Modmed Dataset (Test Ratio 9:1).
| Network | Num | AUC | ACC | SE | SP |
|---|---|---|---|---|---|
| Resnet18 | 3 | 0.68 | 0.92 | 0.67 | 0.93 |
| Resnet18 | 5 | 0.77 | 0.96 | 1.00 | 0.96 |
| Resnet18 | 7 | 0.77 | 0.96 | 1.00 | 0.96 |
| Resnet18 | 9 | 0.77 | 0.96 | 1.00 | 0.96 |
| Resnet18 | 11 | 0.87 | 0.96 | 1.00 | 0.96 |
| Resnet18 | 13 | 0.87 | 0.96 | 1.00 | 0.96 |
| Resnet18 | 15 | 0.88 | 0.98 | 1.00 | 0.98 |
| Resnet18 | 17 | 0.87 | 0.98 | 1.00 | 0.98 |
| Resnet18 | 19 | 0.88 | 0.98 | 1.00 | 0.98 |
| Resnet18 | 21 | 0.87 | 0.98 | 1.00 | 0.98 |
| Resnet50 | 3 | 0.69 | 0.98 | 1.00 | 0.98 |
| Resnet50 | 5 | 0.69 | 0.98 | 1.00 | 0.98 |
| Resnet50 | 7 | 0.69 | 0.98 | 1.00 | 0.98 |
| Resnet50 | 9 | 0.69 | 0.98 | 1.00 | 0.98 |
| Resnet50 | 11 | 0.79 | 0.98 | 1.00 | 0.98 |
| Resnet50 | 13 | 0.90 | 0.98 | 1.00 | 0.98 |
| Resnet50 | 15 | 0.90 | 0.98 | 1.00 | 0.98 |
| Resnet50 | 17 | 0.90 | 0.96 | 1.00 | 0.96 |
| Resnet50 | 19 | 0.90 | 0.96 | 1.00 | 0.96 |
| Resnet50 | 21 | 0.90 | 0.96 | 1.00 | 0.96 |
| Resnet101 | 3 | 0.69 | 0.98 | 1.00 | 0.98 |
| Resnet101 | 5 | 0.78 | 0.98 | 1.00 | 0.98 |
| Resnet101 | 7 | 0.77 | 0.98 | 1.00 | 0.98 |
| Resnet101 | 9 | 0.76 | 0.98 | 1.00 | 0.98 |
| Resnet101 | 11 | 0.86 | 0.98 | 1.00 | 0.98 |
| Resnet101 | 13 | 0.86 | 0.98 | 1.00 | 0.98 |
| Resnet101 | 15 | 0.87 | 0.98 | 1.00 | 0.98 |
| Resnet101 | 17 | 0.86 | 0.98 | 1.00 | 0.98 |
| Resnet101 | 19 | 0.85 | 0.98 | 1.00 | 0.98 |
| Resnet101 | 21 | 0.85 | 0.98 | 1.00 | 0.98 |
| Densenet121 | 3 | 0.62 | 0.88 | 0.40 | 0.93 |
| Densenet121 | 5 | 0.61 | 0.90 | 0.50 | 0.93 |
| Densenet121 | 7 | 0.59 | 0.92 | 0.67 | 0.93 |
| Densenet121 | 9 | 0.68 | 0.90 | 0.50 | 0.93 |
| Densenet121 | 11 | 0.65 | 0.88 | 0.40 | 0.93 |
| Densenet121 | 13 | 0.67 | 0.92 | 0.67 | 0.93 |
| Densenet121 | 15 | 0.74 | 0.92 | 0.67 | 0.93 |
| Densenet121 | 17 | 0.82 | 0.92 | 0.67 | 0.93 |
| Densenet121 | 19 | 0.80 | 0.92 | 0.67 | 0.93 |
| Densenet121 | 21 | 0.78 | 0.92 | 0.67 | 0.93 |