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. 2021 Dec 5;115:108190. doi: 10.1016/j.asoc.2021.108190

Table 4.

Mean precision, recall and F1-score results obtained at the test stage for the classification of chest X-ray images between Healthy/Pneumonia vs Covid-19 cases.

Architecture Class Precision Recall F1-score
DenseNet-121 Healthy/Pneumonia 0.9740 ± 0.0219 0.9620 ± 0.0444 0.9680 ± 0.0259
Covid-19 0.9380 ± 0.0665 0.9500 ± 0.0374 0.9420 ± 0.0356
DenseNet-161 Healthy/Pneumonia 0.9700 ± 0.0255 0.9880 ± 0.0110 0.9800 ± 0.0100
Covid-19 0.9780 ± 0.0148 0.9360 ± 0.0513 0.9560 ± 0.0251
ResNet-18 Healthy/Pneumonia 0.9740 ± 0.0089 0.9880 ± 0.0130 0.9820 ± 0.0084
Covid-19 0.9780 ± 0.0228 0.9500 ± 0.0071 0.9640 ± 0.0134
ResNet-34 Healthy/Pneumonia 0.9720 ± 0.0239 0.9900 ± 0.0000 0.9820 ± 0.0084
Covid-19 0.9760 ± 0.0055 0.9500 ± 0.0469 0.9620 ± 0.0277
VGG-16 Healthy/Pneumonia 0.9840 ± 0.0134 0.9760 ± 0.0230 0.9780 ± 0.0084
Covid-19 0.9520 ± 0.0455 0.9660 ± 0.0207 0.9580 ± 0.0205
VGG-19 Healthy/Pneumonia 0.9660 ± 0.0167 0.9680 ± 0.0277 0.9660 ± 0.0167
Covid-19 0.9180 ± 0.0705 0.9140 ± 0.0351 0.9180 ± 0.0497