Skip to main content
. 2021 Jun 3;2021:6658058. doi: 10.1155/2021/6658058

Table 8.

Model classification results for 3 categories (COVID-19 vs. normal vs. viral pneumonia) classification task for the new release of the dataset.

Model Category Accuracy (%) F1-score (%) Precision (%) Recall (%)
Inception-ResNetV2 COVID-19 98.02 96.00 98.36 93.75
Normal 97.36 97.97 97.15 98.80
Viral pneumonia 98.94 95.09 94.74 95.46

Xception COVID-19 44.85 36.20 15.57 21.77
Normal 50.73 64.16 63.53 64.80
Viral pneumonia 89.38 24.24 5.14 8.48

VGG16 COVID-19 99.27 97.66 98.43 98.04
Normal 98.81 99.00 98.61 98.80
Viral pneumonia 99.54 94.70 95.42 95.06

ResNet50V2 COVID-19 57.92 52.87 39.42 45.16
Normal 52.24 55.70 74.27 63.66
Viral pneumonia 91.16 61.36 32.27 42.30

InceptionV3 COVID-19 98.88 98.70 97.93 98.31
Normal 98.35 98.70 98.90 98.80
Viral pneumonia 99.21 95.46 96.18 95.82

MobileNetV2 COVID-19 98.68 98.96 96.94 97.94
Normal 98.15 98.30 99.09 98.70
Viral pneumonia 98.15 94.70 94.70 94.70

DenseNet121 COVID-19 99.34 98.96 99.22 99.09
Normal 98.48 98.90 99.40 99.15
Viral pneumonia 99.14 98.49 94.20 96.30

ResNet101V2 COVID-19 99.21 98.18 98.95 98.56
Normal 98.68 98.90 99.00 98.95
Viral pneumonia 99.47 97.73 94.85 96.27