Table 2.
Comparison results of our method vs. state-of-the-art methods performed on the CC-CCII dataset.
Annotation | Method | Patient Acc. (%) | Precision (%) | Sensitivity (%) | Specificity (%) | AUC (%) |
---|---|---|---|---|---|---|
Patient-level | ResNet-50 [165] | 53.44 | 64.45 | 63.03 | 35.71 | 53.24 |
COVID-Net [177] | 57.13 | 62.53 | 84.70 | 6.16 | 49.58 | |
COVNet [178] | 69.96 | 70.20 | 93.33 | 26.75 | 81.61 | |
VB-Net [179] | 76.11 | 75.84 | 92.73 | 45.38 | 88.34 | |
Ours | 89.97 | 92.99 | 91.44 | 87.25 | 95.53 | |
Image-level | ResNet-50 [165] | 52.56 | 61.60 | 71.27 | 18.06 | 50.19 |
COVID-Net [177] | 60.03 | 64.81 | 83.91 | 15.98 | 58.39 | |
COVNet [178] | 75.55 | 79.90 | 83.24 | 61.37 | 79.48 | |
Ours | 80.41 | 88.56 | 80.15 | 80.89 | 86.06 |