{"title":"智能教育非接触式多人心率测量方法研究","authors":"Yueqi Lian, JongSong Ryu, Suqiu Wang, Shili Liang, Oh Kyongil","doi":"10.1109/ISPDS56360.2022.9874225","DOIUrl":null,"url":null,"abstract":"Obtaining the learning status information of stu-dents in class is the premise of realizing intelligent education, and heart rate (HR) is important information reflecting the learning status of students. Imaging Photoplethysmography (iPPG) is a non-contact measuring technology of physiological indicators, which is beneficial to the promotion of intelligent education. In this paper, a non-contact multi-person heart rate measurement system based on video is designed for teaching scenarios. First, the raw signal with a high signal-to-noise ratio (SNR) is obtained through a new spatial averaging method that effectively uses the HR information contained in every part of the face. Next, unde-sirable various noises in the raw signal are removed by combining the color-distortion filtering and plane-orthogonal-to-skin based method. The experimental results show that this system has high HR measurement performance while the mean absolute error, root mean squared error, and Pearson correlation coeffi-cient is 0.90 bpm, 1.7 bpm, and 0.98, respectively.","PeriodicalId":280244,"journal":{"name":"2022 3rd International Conference on Information Science, Parallel and Distributed Systems (ISPDS)","volume":"89 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-07-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Research on Non-contact Multi-person Heart Rate Measurement Method for Intelligent Education\",\"authors\":\"Yueqi Lian, JongSong Ryu, Suqiu Wang, Shili Liang, Oh Kyongil\",\"doi\":\"10.1109/ISPDS56360.2022.9874225\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Obtaining the learning status information of stu-dents in class is the premise of realizing intelligent education, and heart rate (HR) is important information reflecting the learning status of students. Imaging Photoplethysmography (iPPG) is a non-contact measuring technology of physiological indicators, which is beneficial to the promotion of intelligent education. In this paper, a non-contact multi-person heart rate measurement system based on video is designed for teaching scenarios. First, the raw signal with a high signal-to-noise ratio (SNR) is obtained through a new spatial averaging method that effectively uses the HR information contained in every part of the face. Next, unde-sirable various noises in the raw signal are removed by combining the color-distortion filtering and plane-orthogonal-to-skin based method. The experimental results show that this system has high HR measurement performance while the mean absolute error, root mean squared error, and Pearson correlation coeffi-cient is 0.90 bpm, 1.7 bpm, and 0.98, respectively.\",\"PeriodicalId\":280244,\"journal\":{\"name\":\"2022 3rd International Conference on Information Science, Parallel and Distributed Systems (ISPDS)\",\"volume\":\"89 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-07-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 3rd International Conference on Information Science, Parallel and Distributed Systems (ISPDS)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ISPDS56360.2022.9874225\",\"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 3rd International Conference on Information Science, Parallel and Distributed Systems (ISPDS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISPDS56360.2022.9874225","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Research on Non-contact Multi-person Heart Rate Measurement Method for Intelligent Education
Obtaining the learning status information of stu-dents in class is the premise of realizing intelligent education, and heart rate (HR) is important information reflecting the learning status of students. Imaging Photoplethysmography (iPPG) is a non-contact measuring technology of physiological indicators, which is beneficial to the promotion of intelligent education. In this paper, a non-contact multi-person heart rate measurement system based on video is designed for teaching scenarios. First, the raw signal with a high signal-to-noise ratio (SNR) is obtained through a new spatial averaging method that effectively uses the HR information contained in every part of the face. Next, unde-sirable various noises in the raw signal are removed by combining the color-distortion filtering and plane-orthogonal-to-skin based method. The experimental results show that this system has high HR measurement performance while the mean absolute error, root mean squared error, and Pearson correlation coeffi-cient is 0.90 bpm, 1.7 bpm, and 0.98, respectively.