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. 2020 Sep 30;8:179317–179335. doi: 10.1109/ACCESS.2020.3028012

TABLE 4. Comparison of the Performance Metrics for the COVID-19 Classification Based on CNN Models.

CNN Models/Metric Accuracy Sensitivity (TPR) Specificity (TNR) Pvalue (PPV) Nvalue (NPV) F-score
AlexNet 0.7900 0.8100 0.7731 0.7500 0.8288 0.7788
VGG16Net 0.5821 0.9508 0.2844 0.5175 0.8774 0.6702
VGG19Net 0.7717 0.6200 0.8992 0.8378 0.7379 0.7126
GoogLeNet 0.7306 0.5000 0.9244 0.8475 0.6875 0.6289
ResNet-50 0.7717 0.6250 0.8862 0.8108 0.7517 0.7059