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. 2021 Mar 23;51(5):3104–3120. doi: 10.1007/s10489-021-02199-4

Table 9.

Comparison of the proposed model with baseline models

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