Table 6.
F1-Score and Classification confidence interval for scenario 3
| Class | F1-Score | Error | Confidence Interval | ||
|---|---|---|---|---|---|
| Min C | Max C | ||||
| AlexNet | Bacteria | 66.29 | 0.443 | 0.424 | 0.499 |
| Covid-19 | 92.96 | ||||
| Normal | 50.16 | ||||
| Viral | 32.32 | ||||
| Google-Net | Bacteria | 72.36 | 0.374 | 0.356 | 0.429 |
| Covid-19 | 93.79 | ||||
| Normal | 70.03 | ||||
| Viral | 10.20 | ||||
| Vgg16 | Bacteria | 65.88 | 0.436 | 0.415 | 0.490 |
| Covid-19 | 88.44 | ||||
| Normal | 63.01 | ||||
| Viral | 12.41 | ||||
| Vgg19 | Bacteria | 70.14 | 0.347 | 0.318 | 0.390 |
| Covid-19 | 93.62 | ||||
| Normal | 76.59 | ||||
| Viral | 15.83 | ||||
| ResNet-18 | Bacteria | 63.43 | 0.449 | 0.423 | 0.499 |
| Covid-19 | 96.45 | ||||
| Normal | 60.06 | ||||
| Viral | 18.02 | ||||
| ResNet-50 | Bacteria | 79.13 | 0.250 | 0.221 | 0.288 |
| Covid-19 | 93.24 | ||||
| Normal | 79.15 | ||||
| Viral | 54.83 | ||||
| ResNet-101 | Bacteria | 76.65 | 0.396 | 0.373 | 0.448 |
| Covid-19 | 84.34 | ||||
| Normal | 45.31 | ||||
| Viral | 36.87 | ||||
| Inception V3 | Bacteria | 75.00 | 0.304 | 0.278 | 0.349 |
| Covid-19 | 97.90 | ||||
| Normal | 78.06 | ||||
| Viral | 31.27 | ||||
| InceptionResNetv2 | Bacteria | 76.61 | 0.280 | 0.253 | 0.322 |
| Covid-19 | 90.79 | ||||
| Normal | 77.63 | ||||
| Viral | 42.59 | ||||
| Squeeze Net | Bacteria | 57.14 | 0.446 | 0.422 | 0.498 |
| Covid-19 | 90.20 | ||||
| Normal | 65.58 | ||||
| Viral | 31.22 | ||||
| Dense-Net 201 | Bacteria | 58.82 | 0.494 | 0.466 | 0.542 |
| Covid-19 | 91.61 | ||||
| Normal | 55.43 | ||||
| Viral | 12.35 | ||||
| Xception | Bacteria | 78.78 | 0.418 | 0.376 | 0.451 |
| Covid-19 | 96.50 | ||||
| Normal | 39.27 | ||||
| Viral | 29.37 | ||||
| CNN-X (Our) | Bacteria | 71.25 | 0.377 | 0.351 | 0.425 |
| Covid-19 | 87.90 | ||||
| Normal | 59.77 | ||||
| Viral | 36.65 | ||||