Table 3 Comparative performance metrics analysis across \(\:Sq\) variants.
Signal type | \(\:Sq\) variants | Model | Recall (%) | F1-score (%) | AUC (%) |
|---|---|---|---|---|---|
Temperature | 12 | PTL-DTM | 85.2 | 83.5 | 86.7 |
CNN-BiGRU | 86.8 | 85.4 | 88.2 | ||
HM-HMS | 88.3 | 86.9 | 89.5 | ||
ADDT | 94.1 | 93.7 | 94.8 | ||
Heart rate | 48 | PTL-DTM | 86.1 | 84.6 | 87.4 |
CNN-BiGRU | 87.6 | 86.2 | 88.9 | ||
HM-HMS | 89.4 | 87.8 | 90.1 | ||
ADDT | 94.7 | 94.2 | 95.1 | ||
Pulse rate | 24 | PTL-DTM | 87 | 85.3 | 88.1 |
CNN-BiGRU | 88.5 | 86.9 | 89.3 | ||
HM-HMS | 89.9 | 88.4 | 90.5 | ||
ADDT | 95 | 94.5 | 95.3 | ||
Respiratory | 288 | PTL-DTM | 88.6 | 86.8 | 89.7 |
CNN-BiGRU | 90.2 | 88.5 | 91.4 | ||
HM-HMS | 91.7 | 90.1 | 92.7 | ||
ADDT | 95.6 | 95.1 | 95.6 |
