期刊文献+

基于人脸视频的非接触式心率测量系统研究 被引量:1

Research on Non-Contact Heart Rate Measurement System Based on Facial Video
下载PDF
导出
摘要 心率作为一项重要的生理特征信息,在医疗诊断方面有着不可替代的作用。非接触式心率检测无须与测试者直接接触即可测量出心率,避免了传统心率测量时测试者长时间接触仪器造成的不适,且成本更低,便携性更好。文章提出一种结合ICA和小波变换的算法,对摄像头输入的人脸视频依次进行颜色空间转换、降噪、时频域变换等操作,并搭建了一个基于人脸视频的心率测算系统,针对不同指标设计了多个实验。实验结果表明,系统能够快速实时检测人体心率数据,实现非接触式心率检测,满足心率检测需求。 As an important physiological characteristic information,the heart rate plays an irreplaceable role in medical diagnosis.Non-contact heart rate detection can measure heart rate without direct contact with the tester,avoiding discomfort of tester caused by prolonged contact with the instrument during traditional heart rate measurement,and has lower cost and better portability.This paper proposes an algorithm that combines ICA and wavelet transform to sequentially perform color space conversion,noise reduction,time-frequency domain transformation,and other operations on the facial video input from the camera.The heart rate measurement system based on facial video is built,and multiple experiments are designed for different indicators.The experimental results show that the system can quickly and real-time detect human heart rate data,achieve noncontact heart rate detection,and meet the needs of heart rate detection.
作者 陈聪聪 刘昱竹 王海同 缑奕轩 郁翛然 CHEN Congcong;LIU Yuzhu;WANG Haitong;GOU Yixuan;YU Xiaoran(School of Electronic Engineering,Beijing University of Posts and Telecommunications,Beijing 100876,China)
出处 《现代信息科技》 2024年第4期30-35,共6页 Modern Information Technology
关键词 远程光电容积描记法 心率测量 图像处理 小波变换 remote photocapacitance plethysmography heart rate measurement image processing wavelet transform
  • 相关文献

参考文献6

二级参考文献51

  • 1高寒梅,郭龙枝,裴济民.倍他乐克对慢性充血性心力衰竭患者心率变异性的影响[J].郑州大学学报(医学版),2005,40(3):522-523. 被引量:1
  • 2孙即祥.数字图像处理[M].石家庄:河北教育出版社,1993..
  • 3焦李成.神经网络的应用与实现[M].西安:西安电子科技大学出版社,1996..
  • 4章照止 林须端.信息论与最优编码[M].上海:上海科学技术出版社,1993..
  • 5Mokhtarian F, Suomela R. Robust image corner detection through curvature scale space[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1998, 20(12): 1376-1381.
  • 6Pikaz A, Dinstein I. Using simple decomposition for smoothing and feature point detection of noisy digital curves[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1994, 16(8): 808-813.
  • 7Harris C, Stephens M. A combined corner and edge detector[A]. Matthews M M. Proceedings of the Fourth Alvey Vision Conference[C]. Manchester: the University of Sheffield Printing Unit, 1988. 147-151.
  • 8Deriche R, Giraudon G. A computational approach for corner and vertex detection[J]. International Journal of Computer Vision, 1993, 10(2): 101-124.
  • 9Baker S, Nayar S K, Murase H. Parametric feature detection[J]. International Journal of Computer Vision, 1998, 27(1): 27-50.
  • 10Parida L, Geiger D, Hummel R. Junctions: Detection, classification, and reconstruction[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1998, 20(7): 687-698.

共引文献258

同被引文献12

引证文献1

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部