Light Detection and Ranging (LiDAR) technology offers significant advantages for effective crowd management. This article presents LiDAR technology and highlights its primary advantages over other monitoring technologies, including enhanced privacy, performance in various weather conditions, and precise 3D mapping. We present a general taxonomy of four key tasks in crowd management: crowd detection, counting, tracking, and behavior classification, with illustrative examples of LiDAR applications for each task. We identify challenges and open research directions, including the scarcity of dedicated datasets, sensor fusion requirements, artificial intelligence integration, and processing needs for LiDAR point clouds. This article offers actionable insights for developing crowd management solutions tailored to public safety applications.
翻译:光探测与测距(LiDAR)技术为有效的人群管理提供了显著优势。本文介绍了LiDAR技术,并重点阐述了其相较于其他监控技术的核心优势,包括增强的隐私保护、多类天气条件下的稳健性能以及精确的三维地图构建能力。我们提出了人群管理中四项关键任务的通用分类体系:人群检测、计数、跟踪和行为分类,并分别给出了每项任务的LiDAR应用实例。我们指出了当前面临的挑战与未来研究方向,包括专用数据集的匮乏、传感器融合需求、人工智能集成以及LiDAR点云的处理需求。本文为开发面向公共安全应用的人群管理解决方案提供了切实可行的指导。