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This paper introduces DriveCoach, a smart driving assistance framework designed to enhance road safety. It provides a holistic approach to predicting and mitigating a wide range of driving risks. Utilizing data from multiple sources, our multimodal models identify eleven types of near-miss risks and provide personalized, context-aware guidance. DriveCoach offers real-time on-board assistance and post-drive coaching, dynamically tailored to specific users. Demonstrations in a driving simulator show DriveCoach’s potential to reduce accidents and enhance road safety, contributing to safer, intelligent transportation systems.

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Smart Driving Assistance with Real-Time Risk Assessment and Personalized Driving Coaching to Enhance Road Safety

  • 会议论文

  • 发表日期：

    2025年

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  • Wenbin Gan,
  • Minh-Son Dao,
  • Koji Zettsu

摘要

This paper introduces DriveCoach, a smart driving assistance framework designed to enhance road safety. It provides a holistic approach to predicting and mitigating a wide range of driving risks. Utilizing data from multiple sources, our multimodal models identify eleven types of near-miss risks and provide personalized, context-aware guidance. DriveCoach offers real-time on-board assistance and post-drive coaching, dynamically tailored to specific users. Demonstrations in a driving simulator show DriveCoach’s potential to reduce accidents and enhance road safety, contributing to safer, intelligent transportation systems.