Table 3.
Analysis results of the original CPB dataset performed by ResNet models (%).
Model | Class | Se | Sp | Pre | F-Scr | Acc | Overall Acc |
---|---|---|---|---|---|---|---|
ResNet-18 | Bacterial pneumonia | 100 | 100 | 100 | 100 | 100 | 96.80 |
COVID-19 | 97.35 | 96.42 | 94.84 | 96.08 | 96.80 | ||
Viral pneumonia | 92 | 98.54 | 95.83 | 93.87 | 96.80 | ||
ResNet-50 | Bacterial pneumonia | 100 | 100 | 100 | 100 | 100 | 97.65 |
COVID-19 | 98.41 | 97.14 | 95.87 | 97.12 | 97.65 | ||
Viral pneumonia | 93.60 | 99.12 | 97.50 | 95.51 | 97.65 | ||
ResNet-101 | Bacterial pneumonia | 100 | 100 | 100 | 100 | 100 | 98.29 |
COVID-19 | 97.35 | 98.92 | 98.39 | 97.87 | 98.29 | ||
Viral pneumonia | 97.60 | 98.54 | 96.06 | 96.82 | 98.29 |