Last Updated: 06/04/2025 | All information is accurate and up-to-date

Brief Introduction to the DSM System

The driver state monitoring system is a camera-based device that can track driver head movement and eye glance, detect driver distraction and drowsiness, and issue warnings.

Systematic Evaluation of the DSM System

• Scenarios
  • Demographic Features: ethnicity, age, height, gender, weight, skin color, eye color
  • Facial Features: hairstyle, beard style, glasses features, sunglasses features
  • Lighting conditions:
    • Night: streetlight, mirror reflections, oncoming traffic frontal lights
    • Daylight: clear sky, overcast, direct sunlight, dynamic shadows, static shadows
• 1000+ subjects, each completing 1-2 hours of experiments
• Evaluation metrics:
  • Ground-truth head rotation angles and eye glance angles
  • Predetermined glance locations
  • Manually annotated eye blinks, occlusions, and glares
  • Ground-truth mental states based on psychological measurements