Transportationmultimodal perception with temporal state estimationprototype/demo-oriented deployed architecture pattern; explicitly not medical-grade.

Edge-based live driver fatigue and attention monitoring for ride-hailing and long-duration driving

A camera watches the driver’s face, head angle, and eye direction over time to tell when attention is drifting, then raises an alert before fatigue-related risk becomes obvious.

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