TABLE II. Comparing our Model With Several Competitors on Patient-Level Diagnosis. ‘FPE,’ ‘FNE’ and ‘FDPE’ Denote the Metrics of False Positive Error, False Negative Error and False Disease Prediction Error, Respectively. The Numbers in Square Brackets Represent the 95% Confidence Interval. ‘
’ Means the 
-Value Compared our Model With Other Competitors.
| Metrics | Healthy | COVID-19 | H1N1 | CAP | Overall | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Sen. | Spec. | AUC | Sen. | Spec. | AUC | Sen. | Spec. | AUC | Sen. | Spec. | AUC | Acc. | FPE | FNE | FDPE | |
| COVNET | 51.92 | 96.88 | 96.30 | 95.88 | 80.74 | 95.15 | 58.33 | 94.86 | 84.82 | 60.71 | 85.83 | 77.89 | 68.84 [63.70 74.32] ( ) |
48.08 | 3.13 | 18.97 |
| Med3D-50 | 69.70 | 90.59 | 91.44 | 75.00 | 88.83 | 88.22 | 93.02 | 97.24 | 97.70 | 79.39 | 90.96 | 92.09 | 76.37 [71.57 80.83] ( ) |
30.30 | 9.41 | 10.45 |
| Med3D-18 | 93.26 | 100 | 99.99 | 95.05 | 99.49 | 99.81 | 92.86 | 100 | 100 | 98.16 | 93.67 | 99.41 | 94.52 [91.78 96.92] ( ) |
6.74 | 0.00 | 4.62 |
| DeCovNet | 99.03 | 100 | 100 | 95.96 | 96.04 | 98.87 | 100 | 98.03 | 99.85 | 75.51 | 97.93 | 96.51 | 93.83 [91.10 96.58] ( ) |
0.96 | 0.00 | 8.91 |
| Ours | 97.17 | 95.86 | 98.88 | 98.99 | 97.49 | 99.93 | 100 | 99.61 | 100 | 81.19 | 100 | 97.71 |
95.21 [92.81 97.26] |
2.83 | 4.15 | 1.57 |