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. 2021 Aug 25;9(9):1099. doi: 10.3390/healthcare9091099

Table 3.

COVID-19 screening performance of all models using a mixed dataset, presented with 95% confidence intervals (CI, α=0.05). Ta—Training Set; Ts—Test Set.

Algorithm Accuracy (%) Precision (%) Recall (%) F-1 Score (%)
Ta Ts CI Ta Ts CI Ta Ts CI Ta Ts CI
VGG16 95 91 93 ± 1.4 95 93 94 ± 1.3 95 91 93 ± 1.4 95 92 93.5 ± 1.34
InceptionResNetV2 94 93 93.5 ± 1.34 95 93 94 ± 1.3 94 93 93.5 ± 1.34 94 93 93.5 ± 1.35
ResNet50 88 85 86.5 ± 1.86 87 85 86 ± 1.89 88 85 86.5 ± 1.86 87 85 86 ± 1.89
MobileNetV2 99 91 95 ± 1.2 99 92 95.5 ± 1.13 99 91 95 ± 1.2 99 91 95 ± 1.2
ResNet101 88 86 87 ± 1.83 88 87 87.5 ± 1.80 88 86 87 ± 1.83 88 86 87 ± 1.83
VGG19 94 91 92.5 ± 1.43 94 92 93 ± 1.4 94 91 92.5 ± 1.43 94 92 93 ± 1.4