距离摄像头对人脸视频图像心率估计的影响

Atefeh Shagholi, M. Charmi, H. Rakhshan
{"title":"距离摄像头对人脸视频图像心率估计的影响","authors":"Atefeh Shagholi, M. Charmi, H. Rakhshan","doi":"10.1109/PRIA.2015.7161622","DOIUrl":null,"url":null,"abstract":"Human facial video captured with a webcam can be processed to extract the heart rate. The objective of this paper is to show that the distance of the person from the webcam is an important parameter in the accuracy of the estimated heart rate. In fact, with increasing this distance, facial region is limited and the resolution of the video image is diminished which eventually leads to decrease in the accuracy of the estimated heart rate. We have carried out experiments on a data set of 12 subjects. The results of experiment have been compared with the heart rates recorded by a fingertip pulse oximeter in a statistical analysis framework. Our comparison reveals that the root mean square error of the difference of the recorded and the estimated heart rates has been increased from 8.91 for one-half meter away from the webcam to 16.77 for three meters away from the webcam.","PeriodicalId":163817,"journal":{"name":"2015 2nd International Conference on Pattern Recognition and Image Analysis (IPRIA)","volume":"57 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"7","resultStr":"{\"title\":\"The effect of the distance from the webcam in heart rate estimation from face video images\",\"authors\":\"Atefeh Shagholi, M. Charmi, H. Rakhshan\",\"doi\":\"10.1109/PRIA.2015.7161622\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Human facial video captured with a webcam can be processed to extract the heart rate. The objective of this paper is to show that the distance of the person from the webcam is an important parameter in the accuracy of the estimated heart rate. In fact, with increasing this distance, facial region is limited and the resolution of the video image is diminished which eventually leads to decrease in the accuracy of the estimated heart rate. We have carried out experiments on a data set of 12 subjects. The results of experiment have been compared with the heart rates recorded by a fingertip pulse oximeter in a statistical analysis framework. Our comparison reveals that the root mean square error of the difference of the recorded and the estimated heart rates has been increased from 8.91 for one-half meter away from the webcam to 16.77 for three meters away from the webcam.\",\"PeriodicalId\":163817,\"journal\":{\"name\":\"2015 2nd International Conference on Pattern Recognition and Image Analysis (IPRIA)\",\"volume\":\"57 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2015-03-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"7\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2015 2nd International Conference on Pattern Recognition and Image Analysis (IPRIA)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/PRIA.2015.7161622\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 2nd International Conference on Pattern Recognition and Image Analysis (IPRIA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/PRIA.2015.7161622","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 7

摘要

通过网络摄像头拍摄的人脸视频可以提取心率。本文的目的是表明人与网络摄像头的距离是估计心率准确性的一个重要参数。实际上,随着这个距离的增加,人脸区域受到限制,视频图像的分辨率降低,最终导致估计心率的准确性下降。我们对12个受试者的数据集进行了实验。在统计分析框架中,将实验结果与指尖脉搏血氧仪记录的心率进行了比较。我们的比较表明,记录的心率和估计的心率之差的均方根误差已经从离摄像头半米的8.91增加到离摄像头三米的16.77。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
The effect of the distance from the webcam in heart rate estimation from face video images
Human facial video captured with a webcam can be processed to extract the heart rate. The objective of this paper is to show that the distance of the person from the webcam is an important parameter in the accuracy of the estimated heart rate. In fact, with increasing this distance, facial region is limited and the resolution of the video image is diminished which eventually leads to decrease in the accuracy of the estimated heart rate. We have carried out experiments on a data set of 12 subjects. The results of experiment have been compared with the heart rates recorded by a fingertip pulse oximeter in a statistical analysis framework. Our comparison reveals that the root mean square error of the difference of the recorded and the estimated heart rates has been increased from 8.91 for one-half meter away from the webcam to 16.77 for three meters away from the webcam.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Retinal vessel segmentation using system fuzzy and DBSCAN algorithm A new robust semi-blind image watermarking based on block classification and visual cryptography A binary-segmentation algorithm based on shearlet transform and eigenvectors CGSR features: Toward RGB-D image matching using color gradient description of geometrically stable regions Facial expression recognition using high order directional derivative local binary patterns
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1