首篇综述LiDAR在康复中的应用,解析技术与未来方向
LiDAR for Rehabilitation: A Comprehensive Survey of Applications, AI Techniques, and Future Directions

- 系统梳理2019-2025年LiDAR在康复场景的应用方法
- 揭示基于AI的处理技术趋势,识别关键性能指标
- 适合关注医疗智能化、传感器融合的研究者参考
康复旨在通过特定运动、训练和刺激帮助行动受限患者恢复身体功能。近年来,基于传感器的系统被引入康复与临床实践,实现动作的实时监测与精准反馈。在各类传感器中,激光雷达(LiDAR)展现出显著优势:相比摄像头系统,避免隐私问题;相较可穿戴设备,更舒适且误差更少。本文综述了2019至2025年间发表的研究,涵盖独立式LiDAR用于3D人体扫描与步态分析、搭载于机器人系统的LiDAR用于康复治疗、实时环境扫描以保障安全导航,以及活动与位置识别。同时分析了处理技术,尤其是基于学习的方法,并通过统计分析揭示研究趋势、现存空白与未来机遇。据我们所知,这是首篇专注于康复领域中LiDAR应用的全面综述,系统总结了当前方法、基于人工智能的处理技术及开放挑战。
原文摘要 · Abstract (English)
Rehabilitation aims to help patients with limited mobility regain their physical abilities through targeted movements, exercises, stimulation, and other therapeutic methods. Recent advances in technology have introduced sensor-based systems into rehabilitation and clinical practices, enabling real-time monitoring and providing accurate feedback on movement accuracy. Among these sensors, LiDAR has demonstrated strong potential, offering key advantages over conventional techniques such as camera-based systems, which raise privacy concerns, and wearable sensors, which can be uncomfortable and prone to errors. In this work, we review the applications of LiDAR in rehabilitation, post-injury care, and hospital environments, focusing on studies published between 2019 and 2025. Studies across several areas have been explored: 3D body scanning and gait analysis with standalone LiDAR, LiDAR mounted on robotic systems for rehabilitation, real-time monitoring and environment scanning for safe navigation, and activity and position recognition. We also analyze processing techniques, particularly learning-based approaches, and support the discussion with statistical analysis, highlighting trends, gaps, and future research opportunities. To the best of our knowledge, this is the first comprehensive survey dedicated to LiDAR for rehabilitation applications, providing an overview of current methods, AI-based processing techniques, and open challenges.
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