TABLE VII. Results of the Baseline Classification Model With Segmentation, COVID-SDNet, Retrained COVIDNet-CXR-A and Retrained COVID-CAPS. Only Three Levels of Severity are Considered, Mild, Moderate and Severe.
Class | N | P | Accuracy | ||||
---|---|---|---|---|---|---|---|
Metric | Specificity | Precision | F1 | Sensitivity | Precision | F1 | |
COVIDNet-CXR | 83.42 15.39 | 69.73 10.34 | 74.45 8.86 | 61.82 22.44 | 79.50 11.47 | 65.64 15.90 | 72.62 7.6 |
COVID-CAPS | 65.09 10.51 | 71.72 5.57 | 67.525.29 | 73.319.74 | 68.405.13 | 70.204.31 | 69.203.61 |
With seg. | 80.578.72 | 78.686.57 | 78.973.20 | 76.8010.15 | 80.705.56 | 78.014.29 | 78.693.00 |
FuCiTNet | 82.636.61 | 79.944.28 | 81.053.44 | 78.915.88 | 82.435.43 | 80.373.16 | 80.773.15 |
COVID-SDNet | 85.205.38 | 78.883.89 | 81.752.74 | 76.806.30 | 84.234.59 | 80.070.04 | 81.002.87 |