Xin Wang, Kaiyuan Huo, R. Tang, Jing Ren, Hongpeng Chen, Kaixuan Sun, Lihong Song
{"title":"基于YOLOv5的智能口罩检测与非接触式测温移动机器人","authors":"Xin Wang, Kaiyuan Huo, R. Tang, Jing Ren, Hongpeng Chen, Kaixuan Sun, Lihong Song","doi":"10.1109/ICMA54519.2022.9856176","DOIUrl":null,"url":null,"abstract":"Aiming at the shortcomings of existing manual inspection of mask wearing, a multi-functional mobile robot that can realize mask wearing detection, temperature measurement and omni-directional movement of personnel is proposed. The robot uses an omni-directional mobile platform as the main structure, uses double closed-loop PID (Proportion Integral Differential) algorithm and SLAM (Simultaneous Localization and Mapping) technology for motion control, realizes real-time detection of mask wearing based on YOLOv5 deep learning framework, and uses MLX90640 thermal camera to achieve body temperature detection. The system has the advantages of low cost and stable performance, and has potential value of practical application. At the same time, as a project-driven teaching tool, the system has reference value for cultivating students’ ability to solve practical problems.","PeriodicalId":120073,"journal":{"name":"2022 IEEE International Conference on Mechatronics and Automation (ICMA)","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2022-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Intelligent Mask Detection and Non-contact Temperature Measurement Mobile Robot based on YOLOv5\",\"authors\":\"Xin Wang, Kaiyuan Huo, R. Tang, Jing Ren, Hongpeng Chen, Kaixuan Sun, Lihong Song\",\"doi\":\"10.1109/ICMA54519.2022.9856176\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Aiming at the shortcomings of existing manual inspection of mask wearing, a multi-functional mobile robot that can realize mask wearing detection, temperature measurement and omni-directional movement of personnel is proposed. The robot uses an omni-directional mobile platform as the main structure, uses double closed-loop PID (Proportion Integral Differential) algorithm and SLAM (Simultaneous Localization and Mapping) technology for motion control, realizes real-time detection of mask wearing based on YOLOv5 deep learning framework, and uses MLX90640 thermal camera to achieve body temperature detection. The system has the advantages of low cost and stable performance, and has potential value of practical application. At the same time, as a project-driven teaching tool, the system has reference value for cultivating students’ ability to solve practical problems.\",\"PeriodicalId\":120073,\"journal\":{\"name\":\"2022 IEEE International Conference on Mechatronics and Automation (ICMA)\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-08-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 IEEE International Conference on Mechatronics and Automation (ICMA)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICMA54519.2022.9856176\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE International Conference on Mechatronics and Automation (ICMA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICMA54519.2022.9856176","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Intelligent Mask Detection and Non-contact Temperature Measurement Mobile Robot based on YOLOv5
Aiming at the shortcomings of existing manual inspection of mask wearing, a multi-functional mobile robot that can realize mask wearing detection, temperature measurement and omni-directional movement of personnel is proposed. The robot uses an omni-directional mobile platform as the main structure, uses double closed-loop PID (Proportion Integral Differential) algorithm and SLAM (Simultaneous Localization and Mapping) technology for motion control, realizes real-time detection of mask wearing based on YOLOv5 deep learning framework, and uses MLX90640 thermal camera to achieve body temperature detection. The system has the advantages of low cost and stable performance, and has potential value of practical application. At the same time, as a project-driven teaching tool, the system has reference value for cultivating students’ ability to solve practical problems.