TABLE V. comparative Analysis of the Overall Detection of Performance of Each of the Datasets.
| Classification task | Name of the dataset | Existing method | LGM | improvement |
|---|---|---|---|---|
| Binary | Dataset-1 (cough) | 0.67 | 0.98 | 0.30 |
| Dataset-2 (cough) | 0.80 | 0.97 | 0.17 | |
| Dataset-3 (cough) | 0.73 | 0.98 | 0.25 | |
| Dataset-4 (spoken sentence) | 0.88 | 0.98 | 0.09 | |
| Dataset-5 (cough) | 0.77 | 0.98 | 0.20 | |
| Multiclass | Dataset-2 (cough) | 0.82 | 0.97 | 0.15 |