Table 4.
Analysis results obtained by ResNet models of the CPB dataset created by preprocessing (%).
| Model | Class | Se | Sp | Pre | F-Scr | Acc | Overall Acc |
|---|---|---|---|---|---|---|---|
| ResNet-18 | Bacterial pneumonia | 100 | 100 | 100 | 100 | 100 | 97.01 |
| COVID-19 | 97.88 | 96.42 | 94.87 | 96.35 | 97.01 | ||
| Viral pneumonia | 92.0 | 98.83 | 96.63 | 94.26 | 97.01 | ||
| ResNet-50 | Bacterial pneumonia | 100 | 100 | 100 | 100 | 100 | 98.08 |
| COVID-19 | 98.41 | 97.85 | 96.87 | 97.63 | 98.08 | ||
| Viral pneumonia | 95.20 | 99.12 | 97.54 | 96.35 | 98.08 | ||
| ResNet-101 | Bacterial pneumonia | 100 | 100 | 100 | 100 | 100 | 98.72 |
| COVID-19 | 98.94 | 98.57 | 97.90 | 98.42 | 98.72 | ||
| Viral pneumonia | 96.80 | 99.41 | 98.37 | 97.58 | 98.72 | ||