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. 2021 Jun 3;2021:6658058. doi: 10.1155/2021/6658058

Table 6.

Model classification results for 3-category (COVID-19 vs. normal vs. viral pneumonia) classification task for the original dataset.

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