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水泥技术, 2021, 1(2): 85-88    doi: 10.19698/j.cnki.1001-6171.20212085
  工程管理 本期目录 | 过刊浏览 | 高级检索 |
基于目标检测算法的安全帽佩戴智能识别
天津水泥工业设计研究院有限公司
Intelligent Identification of Helmet Wearing Based on Target Detection Algorithm
Tianjin Cement Industry Design & Research Institute Co., Ltd.
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摘要 针对工程项目现场安全帽佩戴检测问题,基于目标检测算法,提出前后端分离方法来实现安全帽佩戴智能检测和展示。后端主要以YOLO V3算法为核心,对现场摄像头视频和图片进行目标检测分析,并将违规数据存入数据库。前端用Web开发框架搭建智能算法平台,对数据库中的违规数据进行可视化展示。该算法和实施平台已在实际工程项目现场进行了应用,结果表明,YOLO V3算法模型具有较高的计算精度和实时的检测速度。
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孙利波
张明
关键词:  目标检测智能算法  YOLO V3  安全管理  安全帽    
Abstract: Aiming at the problem of safety helmet wearing detection on engineering project site, based on the target detection algorithm, this paper proposes a front and rear end separation method to realize the intelligent detection and display of safety helmet wearing. The back-end mainly uses the YOLO V3 algorithm as the core to detect and analyze the live camera video and pictures, and store the violation data into the database. The front-end uses the web development framework to build an intelligent algorithm platform to visually display the illegal data in the database. The algorithm and implementing platform have been applied in the actual project site, and the analysis results show that the YOLO V3  algorithm model has high calculation accuracy and real-time detection speed.
Key words:  intelligent algorithm of target detection    YOLO V3    safety management    safety helmet
收稿日期:  2020-10-09                出版日期:  2021-03-25      发布日期:  2021-03-25      整期出版日期:  2021-03-25
ZTFLH:  TP274.2  
引用本文:    
孙利波, 张明.
基于目标检测算法的安全帽佩戴智能识别
[J]. 水泥技术, 2021, 1(2): 85-88.
SUN Libo, ZHANG Ming. Intelligent Identification of Helmet Wearing Based on Target Detection Algorithm. Cement Technology, 2021, 1(2): 85-88.
链接本文:  
http://www.cemteck.com/CN/10.19698/j.cnki.1001-6171.20212085  或          http://www.cemteck.com/CN/Y2021/V1/I2/85
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