Table 6.
Metric values of the confusion matrix obtained by the MobileNetV2 model.
| Model & Dataset Type |
Classes | F-Scr. (%) | Se. (%) | Sp. (%) | Pre. (%) | Acc. (%) | Overall Acc. (%) |
|---|---|---|---|---|---|---|---|
| MobileNetV2 & Original Data |
COVID-19 | 99.43 | 100 | 97.72 | 98.87 | 99.24 | 96.32 |
| Normal | 89.47 | 89.47 | 98.27 | 89.47 | 97.03 | ||
| Pneumonia | 91.22 | 89.65 | 98.13 | 92.85 | 96.32 | ||
| MobileNetV2 & Structured dataset (Fuzzy Technique) |
COVID-19 | 98.29 | 97.73 | 97.87 | 98.85 | 97.78 | 97.05 |
| Normal | 94.44 | 89.47 | 100 | 100 | 98.51 | ||
| Pneumonia | 95.08 | 100 | 97.17 | 90.63 | 97.78 | ||
| MobileNetV2 & Stacked dataset (Stacked Technique) |
COVID-19 | 98.31 | 98.86 | 95.74 | 97.75 | 97.78 | 97.06 |
| Normal | 94.74 | 94.74 | 99.13 | 94.74 | 98.51 | ||
| Pneumonia | 94.74 | 93.10 | 99.06 | 96.43 | 97.78 |