The Indian Institute of Technology, Ropar, has developed an algorithm for driver drowsiness detection using machine learning and computer vision.

Nottingham University's Human Factors Research Group has validated BlueSkeye AI’s vehicle drowsiness detection technology for use in cars in Europe.

While advancements in AI and machine learning have made proactive alerts possible, drowsiness remains an incredibly nuanced behavior to train AI models to detect.