Table 6.
Model | Category | Accuracy (%) | F1-score (%) | Precision (%) | Recall (%) |
---|---|---|---|---|---|
Inception-ResNetV2 | COVID-19 | 99.83 | 99.05 | 98.11 | 100.00 |
Normal | 98.80 | 98.62 | 98.81 | 98.43 | |
Viral pneumonia | 98.97 | 98.91 | 98.91 | 98.91 | |
| |||||
Xception | COVID-19 | 99.83 | 98.90 | 97.83 | 100.00 |
Normal | 98.28 | 98.16 | 99.63 | 96.74 | |
Viral pneumonia | 98.45 | 98.29 | 97.00 | 99.62 | |
| |||||
VGG16 | COVID-19 | 99.48 | 96.55 | 100.00 | 93.33 |
Normal | 97.59 | 97.48 | 96.79 | 98.19 | |
Viral pneumonia | 98.11 | 97.88 | 98.07 | 97.69 | |
| |||||
ResNet50V2 | COVID-19 | 99.66 | 97.83 | 95.75 | 100.00 |
Normal | 97.76 | 97.62 | 98.89 | 96.38 | |
Viral pneumonia | 97.76 | 97.52 | 96.60 | 98.46 | |
| |||||
InceptionV3 | COVID-19 | 99.83 | 98.90 | 97.83 | 100.00 |
Normal | 98.11 | 98.00 | 98.54 | 97.46 | |
Viral pneumonia | 97.93 | 97.70 | 97.33 | 98.08 | |
| |||||
MobileNetV2 | COVID-19 | 99.48 | 96.55 | 100.00 | 93.33 |
Normal | 98.28 | 98.21 | 97.16 | 99.28 | |
Viral pneumonia | 98.45 | 98.26 | 98.83 | 97.69 | |
| |||||
DenseNet121 | COVID-19 | 99.83 | 98.90 | 97.83 | 100.00 |
Normal | 98.28 | 98.16 | 99.63 | 96.74 | |
Viral pneumonia | 98.45 | 98.29 | 97.00 | 99.62 | |
| |||||
ResNet101V2 | COVID-19 | 99.48 | 96.63 | 97.73 | 95.56 |
Normal | 97.93 | 97.83 | 97.83 | 97.83 | |
Viral pneumonia | 97.42 | 97.12 | 96.94 | 97.31 |