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基于图像识别技术的被困人员智能探测定位系统

A trapped person detection and location model based on the image recognition technology
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摘要 对各类灾害事故现场被困人员位置的准确掌握,能为救援人员制定救援方案提供科学的决策支持,进一步提高救援效率。为了更加快速精准地获取灾害事故现场被困人员位置,本文在对已有方法分析和总结的基础上,探索建立被困人员智能探测定位系统。该系统基于图像识别技术开发,通过自动获取并分析疏散通道上的视频监控画面,判断该监控对应区域下是否有人员作出特定的求救姿势或者处于被困状态,从而将被困位置和相关信息发送至救援人员,协助救援。经测试,系统在人员姿势测试集上的检测准确率为94%,在人员状态测试集上的探测准确度为90%。 The accurate acquisition of the location of trapped per-sons at various disaster scenes can provide decision support for the formulation of rescue plans and further enhance rescue effi-ciency.In order to obtain the location of people at disaster scenes more accurately,this paper explores an intelligent model for de-tect and locate the trapped person based on the analysis and sum-mary of existing methods.The system is developed based on the image recognition can automatically analyses real-time video sur-veillance footage and recognizes whether a person is in a specific distress posture or trapped,so as to send the trapped location and relevant information to rescue personnel for assistance.After test-ing,the detection accuracy of the system on the personnel posture test set is 94%,and the detection accuracy on the personnel sta-tus test set is 90%.
作者 张博 蒋慧灵 孙敬 Zhang Bo;Jiang Huiing;Sun Jing(Xi′an Fire and Rescue Division,Shaanxi Xi′an 710000,China;Technical Support Center for Prevention and Control of Disastrous Accidents in Metal Smelting,CPAM,University of Science and Technology Beijing,Beijing 100083,China)
出处 《消防科学与技术》 CAS 北大核心 2023年第10期1408-1412,共5页 Fire Science and Technology
基金 国家重点研发计划(2021YFC1523504) 国家应急管理部科技计划(2021XFCX25)。
关键词 被困人员 人员定位 求救姿势 应急救援 trapped person personnel location distress posture emergency rescue
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