Table 4. The collected datasets of the normal, COVID-19 and pneumonia X-ray images before and after the augmentation process.
Dataset-2 | ||
---|---|---|
CXRVN-architecture | Scenario 1 without augmentation (%) | Scenario 2 augmentation using GAN (%) |
Sensitivity | 97.83 | 98.91 |
Specificity | 95.56 | 96.24 |
Precision | 95.74 | 96.38 |
Accuracy | 96.70 | 97.58 |
F1score | 96.77 | 97.63 |
Average | 96.52 | 97.35 |