TABLE 2. A Comparison of Statistical Performance Measures of DeepCough3D With DeepCough2D, AutoML [37], AI4COVID[19], Coswara [20], and Cough Against (Versus) Covid [36] for Recognition of COVID-19 Coughs.
| DeepCough3D | DeepCough2D | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AUC (M1) | Precision (M2) | Sensitivity (M3) | Specificity (M4) | M1 | M2 | M3 | M4 | M1 | M2 | M3 | M4 | |
| DeepCough3D | 98.80 0.83 |
96.54 1.75 |
96.43 1.85 |
96.20 1.74 |
- | - | - | - | ** | ** | ** | ** |
| DeepCough2D | 96.20 1.18 |
89.87 1.46 |
89.63 1.57 |
86.55 4.64 |
** | ** | ** | ** | - | - | - | - |
| AutoML | 69.04 17.50 |
78.28 7.78 |
48.70 23.71 |
63.26 11.74 |
** | ** | ** | ** | ** | * | ** | 0.22 |
| AI4COVID | 92.36 1.96 |
85.93 2.87 |
85.87 2.87 |
81.36 4.31 |
** | ** | ** | ** | ** | ** | ** | ** |
| Coswara | 87.69 3.86 |
84.08 3.57 |
81.99 5.47 |
83.45 3.48 |
** | ** | ** | ** | 0.33 | 0.14 | 0.16 | 0.32 |
| Cough-vs-Covid | 66.41 4.23 |
76.04 2.53 |
76.64 2.28 |
67.00 4.29 |
** | ** | ** | ** | ** | ** | ** | ** |
The p-values for t-test are statistically significant (*:
, **:
) for the average of all statistical metrics (M1-M4) for DeepCough3D in comparison to other methods. Likewise, the p-values for t-test for DeepCough2D are also reported.























