机电工程技术2024，Vol.53Issue(7)：79-82,4.DOI:10.3969/j.issn.1009-9492.2024.07.016
基于华为HiLens及ModelArts的施工场所安全帽正确佩戴识别系统设计
Design of Proper Wearing Identification System of Safety Helmet in Construction Site Based on Huawei HiLens and ModelArts
摘要
Abstract
It is necessary to supervise the wearing of the operator's safety helmet on the construction site,but the traditional manual supervision is inefficient and needs to be intelligently reformed.Huawei HiLens equipment with AI reasoning ability and ModelArts platform with model training as the core are used to carry out the overall design of the system,and the proper wearing identification system of the safety helmet in the construction site is developed.Intelligent recognition process of helmet wearing status are introduced from the aspects of data selection,model training,model evaluating,application deployment and data output checking.Finally,the test data set under different conditions of the construction site is used to carry out the experiment,and the results show that the detection mAP reaches about 92%,which proves that the developed system can greatly improve the detection efficiency and improve the construction safety.关键词
HiLens/ModelArts/安全帽/佩戴检测Key words
HiLens/ModelArts/safety helmet/wearing detection分类
信息技术与安全科学引用本文复制引用
刘凯,余虹,顾宇峰,刘备,沈欣..基于华为HiLens及ModelArts的施工场所安全帽正确佩戴识别系统设计[J].机电工程技术,2024,53(7):79-82,4.基金项目
苏州市科教创新区优质创新平台(智能感知与计算优质创新平台)(YZCXPT2023103) （智能感知与计算优质创新平台）
上海市智能机器人职业教育集团课题 （）
苏州市职业教育学会职教研究课题(Szzjlx202201) （Szzjlx202201）
