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 |