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Video-Based Measurement of Physiological Parameters Using Peak-to-Valley Method for Minimization of Initial Dead Zone

机译:基于视频的生理参数测量,采用峰谷法最小化初始死区

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In this paper, we propose a new method to improve the accuracy and real-time performance in iPPG (image photoplethysmography) approach which measures physiological parameters such as heart rate and oxygen saturation using PC camera. Most conventional iPPG methods extract physiological parameters by frequency or spectral analysis of signal traces in the moving temporal sliding window with fixed size. In this case, in order to minimize the influence of noise due to fluctuate in reflected light or face pose, the window size is made large enough in general, but it causes dead zone as much as the window size at the initial measurement time. In this study, we use size-increasing sliding window and modified peak-to-valley method instead of frequency analysis methods with fixed size window such as FFT or wavelet transform. Including these concepts, we have implemented a remote vital sign measurement system based on the real-time pipeline architecture which tracks the ROIs, extracts appropriate signal traces from the ROIs, pre-/post- processes to remove noise, and applies frequency/spectral analysis. Finally, the performance of the proposed method was verified by comparing measurement data from the proposed system and reference data from the contact pulse oximeter using RMSE and Bland-Altman plot evaluation methods.
机译:在本文中,我们提出了一种新的方法来提高iPPG(图像光电容积描记法)方法的准确性和实时性能,该方法使用PC相机测量心率和血氧饱和度等生理参数。大多数传统的iPPG方法通过对具有固定大小的移动时间滑动窗口中的信号迹线进行频率或频谱分析来提取生理参数。在这种情况下,为了使由于反射光或面部姿势的变动引起的噪声的影响最小,通常使窗口尺寸足够大,但是在初始测量时会引起与窗口尺寸一样多的盲区。在这项研究中,我们使用增大大小的滑动窗口和改进的峰谷方法,而不是使用具有固定大小窗口的频率分析方法,例如FFT或小波变换。包括这些概念,我们基于实时管线架构实施了远程生命体征测量系统,该系统可跟踪ROI,从ROI中提取适当的信号轨迹,进行前/后处理以去除噪声,并进行频率/频谱分析。最后,通过使用RMSE和Bland-Altman图评估方法,比较了所提出系统的测量数据和接触式脉搏血氧仪的参考数据,验证了所提出方法的性能。

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