One of the most effective ways to prevent construction workers from suffering a head injury is to wear a safety helmet. The use of a computer vision method to detect whether or not construction workers are wearing helmets can improve external construction worker supervision, reducing the number of head injury accidents. A helmet-wearing recognition method based on head recognition is proposed using CNN (convolutional neural network). The area of the head of constructors can be accurately located using crossvalidation of facial feature recognition and head recognition, which solves the problem of determining constructor head position under complex posture. The I-YOLOv3 target detection network is used to detect helmet wear, and the relative position relationship between the helmet and the human body is determined. The findings show that the helmet wearing identification system can be successfully applied to helmet wearing identification work in a complex environment construction site, and it offers a new research perspective and technical method for construction industry information-based safety monitoring.
机构:
Southwest Petr Univ, Sch Comp Sci, Chengdu 610500, Sichuan, Peoples R ChinaSouthwest Petr Univ, Sch Comp Sci, Chengdu 610500, Sichuan, Peoples R China
Zhou, Donghua
He, Shan
论文数: 0引用数: 0
h-index: 0
机构:
Southwest Petr Univ, Sch Art, Chengdu 610500, Sichuan, Peoples R ChinaSouthwest Petr Univ, Sch Comp Sci, Chengdu 610500, Sichuan, Peoples R China
机构:
Zhenghzou Railway Vocat & Tech Coll, Sch Elect Engn, Zhengzhou 450052, Peoples R ChinaZhenghzou Railway Vocat & Tech Coll, Sch Elect Engn, Zhengzhou 450052, Peoples R China
Zhang, Jingjing
Liu, Yuxin
论文数: 0引用数: 0
h-index: 0
机构:
Zhenghzou Railway Vocat & Tech Coll, Sch Elect Engn, Zhengzhou 450052, Peoples R ChinaZhenghzou Railway Vocat & Tech Coll, Sch Elect Engn, Zhengzhou 450052, Peoples R China
Liu, Yuxin
Yuan, Lin
论文数: 0引用数: 0
h-index: 0
机构:
China Railway Beijing Grp Co Ltd, Beijing Inst Sci & Technol, Beijing 100081, Peoples R ChinaZhenghzou Railway Vocat & Tech Coll, Sch Elect Engn, Zhengzhou 450052, Peoples R China
Yuan, Lin
Jia, Haowei
论文数: 0引用数: 0
h-index: 0
机构:
China Railway Zhengzhou Grp Co Ltd, Zhengzhou East High Speed Rail Infrastruct Sect, Power Supply Maintenance Technol Ctr, Zhengzhou 450052, Peoples R ChinaZhenghzou Railway Vocat & Tech Coll, Sch Elect Engn, Zhengzhou 450052, Peoples R China
机构:
Jiangsu Elect Power Informat Technol Co Ltd, Nanjing 210000, Jiangsu, Peoples R ChinaJiangsu Elect Power Informat Technol Co Ltd, Nanjing 210000, Jiangsu, Peoples R China
机构:
Jinjiang Municipal Hosp, Dept Cardiol, Jinjiang 362200, Fujian, Peoples R ChinaJinjiang Municipal Hosp, Dept Cardiol, Jinjiang 362200, Fujian, Peoples R China
Zhang, Dengqing
Chen, Yuxuan
论文数: 0引用数: 0
h-index: 0
机构:
Xiamen Univ, Sch Informat, Xiamen 361000, Fujian, Peoples R ChinaJinjiang Municipal Hosp, Dept Cardiol, Jinjiang 362200, Fujian, Peoples R China
Chen, Yuxuan
Chen, Yunyi
论文数: 0引用数: 0
h-index: 0
机构:
Xiamen Univ, Sch Informat, Xiamen 361000, Fujian, Peoples R ChinaJinjiang Municipal Hosp, Dept Cardiol, Jinjiang 362200, Fujian, Peoples R China
Chen, Yunyi
Ye, Shengyi
论文数: 0引用数: 0
h-index: 0
机构:
Jinjiang Municipal Hosp, Dept Cardiol, Jinjiang 362200, Fujian, Peoples R ChinaJinjiang Municipal Hosp, Dept Cardiol, Jinjiang 362200, Fujian, Peoples R China
Ye, Shengyi
Cai, Wenyu
论文数: 0引用数: 0
h-index: 0
机构:
Jinjiang Municipal Hosp, Dept Cardiol, Jinjiang 362200, Fujian, Peoples R ChinaJinjiang Municipal Hosp, Dept Cardiol, Jinjiang 362200, Fujian, Peoples R China
Cai, Wenyu
Chen, Ming
论文数: 0引用数: 0
h-index: 0
机构:
Jinjiang Municipal Hosp, Dept Publ Hlth, Jinjiang 362200, Fujian, Peoples R ChinaJinjiang Municipal Hosp, Dept Cardiol, Jinjiang 362200, Fujian, Peoples R China