Table 6.
Metric values obtained using the BPSO method on combined features.
| Model | Classes | Total of Features | Test Data % | F-Scr (%) | Pre. (%) | Acc. (%) | Overall Acc. (%) | k-fold | F-Scr (%) | Pre. (%) | Acc. (%) | Overall Acc. (%) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AlexNet & VGG19 | COVID-19 | 987 | 30 | 100 | 100 | 100 | 99.08 | k=5 | 99.58 | 99.72 | 99.72 | 99.08 |
| Pneumonia | 98.63 | 98.18 | 99.08 | 98.90 | 98.36 | 99.26 | ||||||
| Normal | 98.61 | 99.07 | 99.08 | 98.75 | 99.16 | 99.17 | ||||||
| GoogleNet & ResNet | COVID-19 | 965 | 30 | 100 | 100 | 100 | 97.85 | k=5 | 98.89 | 99.44 | 99.26 | 97.06 |
| Pneumonia | 96.83 | 95.53 | 97.85 | 96.35 | 94.69 | 97.52 | ||||||
| Normal | 96.74 | 98.11 | 97.85 | 95.96 | 97.18 | 97.34 |