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Heart Rate Measurement Using Face Detection in Video

机译:使用脸部检测在视频中的心率测量

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Measuring the heart-rate (HR) of people has multiple applications in telemedicine, Internet-of-Things (IoT), sports, security, etc. However, sometimes it is difficult to use a classic method for measuring HR or the classical method does not scale. This paper presents a solution that works on live video streams and can measure the HR of multiple people at the same time. Face detection combined with object tracking is used to produce a set of face rectangles, which are sampled in the later stages of the pipeline for color variations. The average of the color, in a region of interest (ROI) chosen on the face, represents a signal which corresponds to the heart rate. Using signal processing, a heart rate frequency can be extracted from this signal. The method is quite precise and stable. With this algorithm, four people's faces were detected and their heart rates were measured at the same time, and an error rate of 3-5% can be obtained for the HR. By utilizing object tracking combined with face detection, our method reduces the processing power needed and allows better scaling.
机译:测量人们的心率(HR)在远程医疗,物联网(物联网),体育,安全等中有多种应用,有时难以使用用于测量人力资源的经典方法或经典方法不规模。本文介绍了一种在实时视频流上工作的解决方案,可以同时测量多个人的人力资源。面部检测与物体跟踪组合用于产生一组面矩形,其在管道的后续阶段中采样以进行颜色变化。在面部所选择的感兴趣区域(ROI)中的颜色的平均值表示对应于心率的信号。使用信号处理,可以从该信号中提取心率频率。该方法非常精确且稳定。通过这种算法,检测到四个人的面部,同时测量其心率率,可以获得3-5 %的错误率。通过利用对象跟踪与面部检测结合使用,我们的方法可以减少所需的处理能力并允许更好的缩放。

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