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. 2023 Jan 23;23(3):1292. doi: 10.3390/s23031292
Algorithm 1: Working of Hybrid Model
1: Mount a camera on the dashboard of the vehicle and attach a GSR sensor on the fingers of the driver.
2: Capture the image and collect the reading of the skin conductance of the driver.
3: Detect the face in the captured images and forward the images to step 4 for feature extraction.
4: Extract facial features like the eyes and mouth from the images using MTCNN and convert the analog reading of skin conductance into digital form.
5: Forward the above results to step 6 for classification.
6: Classify the current state of the driver and forward the result to next step.
7: Generate an alarm if the driver is drowsy or restart the procedure at step 2.