Table 7.
Analysis results of the stacked dataset with the 5-fold cross-validation method.
| Model & Dataset Type |
Classes | F-Scr. (%) | Se. (%) | Sp. (%) | Pre. (%) | Acc. (%) | Overall Acc. (%) |
|---|---|---|---|---|---|---|---|
| SqueezeNet & Stacked dataset (Stacked Technique) |
COVID-19 | 98.82 | 98.98 | 97.35 | 98.65 | 98.43 | 95.85 |
| Normal | 88 | 84.62 | 98.71 | 96.70 | 96.70 | ||
| Pneumonia | 92 | 93.88 | 97.20 | 90.19 | 96.48 | ||
| MobileNetV2 & Stacked dataset (Stacked Technique) |
COVID-19 | 98.81 | 98.31 | 98.69 | 99.32 | 98.44 | 96.28 |
| Normal | 90.91 | 92.31 | 98.20 | 89.55 | 97.35 | ||
| Pneumonia | 92.39 | 92.86 | 97.77 | 91.92 | 96.71 |