Table 3.
Class | Scenario 2 | Scenario 3 | |||
---|---|---|---|---|---|
Sn | Sp | Sn | Sp | ||
AlexNet | Bacteria | 92.98 | 95.48 | 73.55 | 84.08 |
Covid-19 | 93.15 | 99.20 | 90.41 | 98.89 | |
Normal | 42.74 | 77.33 | 34.19 | 74.84 | |
Viral | 69.59 | 90.98 | 43.24 | 81.29 | |
Google-Net | Bacteria | 90.50 | 94.74 | 89.26 | 92.40 |
Covid-19 | 76.71 | 97.35 | 93.15 | 99.20 | |
Normal | 44.44 | 78.04 | 59.40 | 82.21 | |
Viral | 83.11 | 94.06 | 8.78 | 77.12 | |
Vgg16 | Bacteria | 95.45 | 96.89 | 80.58 | 86.46 |
Covid-19 | 82.19 | 97.95 | 89.04 | 98.72 | |
Normal | 37.61 | 75.75 | 49.15 | 78.98 | |
Viral | 77.03 | 93.20 | 12.16 | 76.58 | |
Vgg19 | Bacteria | 92.15 | 96.89 | 80.58 | 87.73 |
Covid-19 | 80.82 | 97.80 | 90.41 | 98.89 | |
Normal | 43.16 | 77.53 | 74.79 | 87.55 | |
Viral | 69.59 | 90.76 | 12.84 | 78.68 | |
ResNet-18 | Bacteria | 94.63 | 96.45 | 75.62 | 83.70 |
Covid-19 | 93.15 | 99.20 | 93.15 | 99.21 | |
Normal | 59.40 | 82.85 | 44.02 | 77.72 | |
Viral | 58.78 | 88.85 | 20.27 | 76.95 | |
ResNet-50 | Bacteria | 92.56 | 95.45 | 82.23 | 90.14 |
Covid-19 | 94.52 | 99.36 | 94.52 | 99.36 | |
Normal | 46.15 | 78.50 | 71.37 | 86.84 | |
Viral | 75.68 | 92.52 | 59.46 | 88.55 | |
ResNet-101 | Bacteria | 95.87 | 97.20 | 88.84 | 92.86 |
Covid-19 | 91.78 | 99.04 | 95.89 | 99.50 | |
Normal | 44.44 | 77.89 | 29.91 | 73.63 | |
Viral | 65.54 | 90.17 | 44.59 | 83.16 | |
Inception V3 | Bacteria | 96.69 | 98.01 | 90.50 | 93.52 |
Covid-19 | 94.52 | 99.36 | 95.89 | 99.52 | |
Normal | 59.83 | 82.97 | 65.38 | 84.97 | |
Viral | 76.35 | 93.12 | 29.05 | 8158 | |
InceptionResNetv2 | Bacteria | 81.40 | 90.63 | 93.39 | 95.42 |
Covid-19 | 95.89 | 99.52 | 94.52 | 99.35 | |
Normal | 76.07 | 88.82 | 64.53 | 84.69 | |
Viral | 83.11 | 94.85 | 37.84 | 84.19 | |
Squeeze Net | Bacteria | 98.35 | 98.73 | 54.55 | 76.94 |
Covid-19 | 93.15 | 99.20 | 94.52 | 99.35 | |
Normal | 38.03 | 76.03 | 51.71 | 79.89 | |
Viral | 51.35 | 86.76 | 43.24 | 80.69 | |
Dense-Net 201 | Bacteria | 94.21 | 96.50 | 72.31 | 82.18 |
Covid-19 | 93.15 | 99.21 | 97.26 | 99.69 | |
Normal | 54.70 | 81.21 | 38.78 | 74.20 | |
Viral | 66.22 | 89.96 | 13.91 | 75.93 | |
Xception | Bacteria | 97.11 | 98.34 | 95.87 | 97.38 |
Covid-19 | 94.52 | 99.36 | 94.52 | 99.39 | |
Normal | 66.67 | 85.45 | 24.71 | 70.05 | |
Viral | 82.43 | 94.85 | 38.41 | 80.82 | |
CNN-X (Our) | Bacteria | 94.21 | 95.78 | 83.47 | 89.25 |
Covid-19 | 91.78 | 99.05 | 94.52 | 99.35 | |
Normal | 33.33 | 74.43 | 44.44 | 77.70 | |
Viral | 58.11 | 88.08 | 39.86 | 82.89 |