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. 2021 Jan 25;9:20235–20254. doi: 10.1109/ACCESS.2021.3054484

TABLE 5. Performance Metrics of the Methods Used in the Reviewed Research.

Research study Accuracy (%) Precision / PPV (%) Specificity (%) Sensitivity/ Recall/TPR (%) AUC F1-Score
CovidAID [90] 98.60 1 0.99
[72] 96.90
[30] 95.30
Deep-COVID [28] 90.00 97.00
[73] 89.82
[74] 93.00 93.15 88.52 97.53 0.95 94.57
COVID-CAPS [31] 95.70 95.80 90.00 0.97
[26] 87.84 90.00 0.95
COVID-Net [60] 93.30 98.90 91.00
DeTraC [36] 95.12 91.87 97.91
[75] 91.40 35.27 99.56 80.53
[56] 99.46 99.46 99.73 99.46 99.46
CheXNet [59] 97.80 97.80 97.80 97.80
COVID-DA [62] 98.15 88.33 0.98 92.98
[34] 97.20 97.67 98.51 97.50 97.50
CoroNet [53] 93.50 93.63 93.50 93.51
[76] 99.33 99.33
[57] 97.70 98.80 97.70 0.98 97.70
[41] 93.90 88.00 0.97
[8]
[5] 99.00 99.00 99.80 99.80
[92] 82.00 82.00 78.00 0.89
[46] 90.00 83.00 1 91.00
[35] 95.38 95.52
[44] 91.24
[79] 98.26 99.13
[91] 95.00 97.00 100.0
[58] 89.78 89.85 99.63 89.79
[80] 82.70 92.70 62.50
[81] 80.00
[82] 97.00
[42] 89.3 90.00 89.00 90.00