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Improvements in remote video based estimation of heart rate variability using the Welch FFT method

机译:使用Welch FFT方法改进基于远程视频的心率变异性估计

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摘要

AbstractNon-contact heart rate and heart rate variability measurements have applications in healthcare and affective computing. Recently, a system utilizing a five-band camera (RGBCO: red, green, blue, cyan, orange) was proposed, and shown to improve both remote measurement of heart rate and heart rate variability over an RGB camera. In this paper, we propose an improved method for video-based estimation of heart rate variability. We introduce three advancements over previous work utilizing five-band cameras: (1) an adaptive non-rectangular region of interest identified using automatically detected facial feature points, (2) improved peak detection within the blood volume pulse (BVP) signal, and (3) improved HRV calculation using the Welch periodogram. We apply our method to a test dataset of subjects at rest and under cognitive stress and show qualitative improvements in the stability of HRV spectrogram estimation. Although we evaluate our method using a five-band camera, the method could be applied to video recorded with any camera.
机译: Abstract 非接触式心率和心率变异性测量可用于医疗保健和情感计算。最近,提出了一种使用五波段相机(RGBCO:红色,绿色,蓝色,青色,橙色)的系统,该系统显示出比RGB相机更能改善心率和心率变异性的远程测量。在本文中,我们提出了一种基于视频的心率变异性估计的改进方法。我们介绍了使用五波段摄像机的先前工作的三项改进:(1)使用自动检测到的面部特征点识别出的自适应非矩形感兴趣区域;(2)改善了血容量脉冲(BVP)信号内的峰值检测;以及3)使用Welch周期图改进了HRV计算。我们将我们的方法应用于受试者在静止和认知压力下的测试数据集,并在HRV频谱图估计的稳定性方面显示出质的提高。尽管我们使用五波段摄像机评估了该方法,但该方法可以应用于任何摄像机录制的视频。

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