Table 7 Performance comparison of proposed model with prior studies.
From: Dual smart sensor data-based deep learning network for premature infant hypoglycemia detection
References | Model Type | Sensor Input | Optimization | Accuracy (%) |
|---|---|---|---|---|
Pandey et al., 202438 | CNN-BiLSTM | ECG Only | None | 92.3 |
Zhao et al., 202339 | LSTM + RF | Wearable PPG | None | 90.6 |
Bourechaket al., 202340 | CNN-GRU | Camera-based vitals | PSO | 93.1 |
Kargarandehkordi et al., 202541 | GRU-LSTM | EEG + Skin Temp | GA | 91.4 |
Proposed (HAPI-BELT) | GRU-LSTM | PPG + Camera (Dual Sensor) | Cat Optimization | 95.8 |
