Table 9.
Method | Image | Number of | Accuracy | Precision | Recall | f1-score | Specifi- |
---|---|---|---|---|---|---|---|
name | type | cases | (%) | (%) | (%) | (%) | city (%) |
ResNet+ Location | Chest CT | 219 COVID-19 (+) | 86.70 | 81.30 | 86.70 | 83.90 | 93.10 |
Attention [60] | 224 Viral pneumonia | ||||||
175 Healthy | |||||||
DarkCovidNet [38] | CXR | 125 COVID-19 (+) | 87.02 | 89.96 | 85.35 | 87.37 | 92.18 |
500 Pneumonia | |||||||
500 No-FIndings | |||||||
Xception and | CXR | 180 COVID-19 (+) | 91.40 | 35.27 | 80.53 | 49.05 | 99.56 |
ResNet50V2 [43] | 6054 Pneumonia | ||||||
8851 Normal | |||||||
ResNet50 (applied | CXR | 219 COVID-19 (+) | 92.25 | 92.35 | 92.47 | 92.41 | 96.12 |
in this work) | 1345 Viral Pneumonia | ||||||
1341 Normal | |||||||
DeTraC [1] | CXR | 105 COVID-19 (+) | 93.10 | - | 100 | - | 85.18 |
11 SARS | |||||||
80 Normal | |||||||
COVID-Net [58] | CXR | 358 COVID-19 (+) | 93.30 | 98.90 | 91.00 | 94.78 | 95.67 |
5538 COVID-19 (-) | |||||||
8066 Healthy | |||||||
VGG-19 [5] | CXR | 224 COVID-19 (+) | 93.48 | 93.27 | 92.85 | 93.06 | 98.75 |
700 Pneumonia | |||||||
504 Healthy | |||||||
ResNet18 [55] | CXR | 423 COVID-19 (+) | 95.02 | 93.88 | 93.61 | 93.74 | 92.41 |
144 MERS | |||||||
134 SARS | |||||||
RYDLS-20 [41] | CXR | 1000 Normal | 95.10 | 57.61 | 82.76 | 65.00 | 99.30 |
90 COVID-19 (+) | |||||||
10 MERS | |||||||
11 SARS | |||||||
10 Varicella | |||||||
12 Streptococcus | |||||||
11 Pneumocystis | |||||||
Proposed | CXR | 219 COVID-19 (+) | 95.18 | 95.23 | 95.63 | 95.42 | 97.16 |
model | 1345 Viral Pneumonia | ||||||
1341 Normal |