Table 5 A review of existing DMS methods and sensor utilization.
Author | Primary methodologies | DMS type | Datasets | Modalities used |
|---|---|---|---|---|
Du et al.35 | 1D-CNN | Direct | UTA-RLDD36 | Visual RGB |
Huang et al.37 | MTCNN, LSTM | NTHU-DDD38 | ||
Vijay et al.39 | CNN, XGBoost | |||
Ahmed et al.40 | MTCNN, InceptionV3 | |||
Chen et al.41 | MTCNN, ONET | Custom datasets | Frontal visual RGB, oblique visual RGB | |
Bakker et al.42 | MTCNN, CE-CLM, AU-CNN, DLT-LM | IN-visual RGB, out-visual RGB | ||
Lollett et al.43 | GRU-based | Visual RGB | ||
Sharak et al.44 | RFC, XGB | Visual RGB, NIR, thermal | ||
Ansari et al.45 | LSTM | Motion capture | ||
Tran et al.46 | CNN, VGG, ResNet | Two visual RGB | ||
Awais et al.47 | SVM | Four visual RGB, ECG | ||
Lin et al.48 | SVR, MLPNN, RBFNN, Five-layer SONFIN | EOG, ECG, EEG | ||
Massoz et al49 | PDM, CLM, RLMS | ECG, EOG, EEG, EMG, Visual RGB, NIR, depth map | ||
Kiashari et al50 | ORD | NIR, thermal | ||
Quddus et al51 | LSTM | EEG, two NIR | ||
Du et al52 | MPF | Hybrid | Visual RGB, vehicle telemetry, audio, driving simulator | |
Kundinger et al53 | SMOTE | Visual RGB, ECG, pulse, physioloigca, driving simulator | ||
Baccour et al54 | SVM | Visual RGB, driving simulator | ||
Longxi Luo55 | DSN | Visual RGB, driving simulator | ||
Ours | YOLO v7, dlib | Direct | Custom datasets | IR |
