Northeast Normal University, School of Physics, Changchun, Jilin, China.
University of Science, Faculty of Physics, Pyongyang, Democratic People's Republic of Korea.
J Biomed Opt. 2021 Feb;26(2). doi: 10.1117/1.JBO.26.2.025003.
The measurement of human vital signs based on photoplethysmography imaging (PPGI) can be severely affected by the interference of various factors in the measurement process; therefore, a lot of complex signal processing techniques are used to remove the influence of the interference.
We comprehensively analyze several methods for color channel combination in the color spaces currently used in PPGI and determine the combination method that can improve the quality of the pulse signal, which results in a modified plane-orthogonal-to-skin based method (POS).
Based on the analysis of the previous studies, 13 methods for color channel combination in the different color spaces, which can be seen as having potential abilities in measuring vital signs, were compared by employing the average value of signal-to-noise ratio (SNR) and the box-plot in the public databases UBFC-RPPG and PURE. In addition, the pulse signal was extracted through the dual-color space transformation (sRGB → intensity normalized RGB → YCbCr) and fine-tuning on the CbCr plane.
Among the 13 methods for color channel combination, the signal extracted by the Cb+Cr combination in the YCbCr color space includes the most pulse information. Furthermore, the average SNR of the modified POS for all the used databases is improved by 69.3% compared to POS.
The methods using prior knowledge are not only simple to calculate but can significantly increase the SNR, which will provide a great help in the practical use of vital sign measurements based on PPGI.
基于光体积描记成像(PPGI)的人体生命体征测量会受到测量过程中各种因素的严重干扰;因此,需要使用许多复杂的信号处理技术来消除干扰的影响。
我们全面分析了 PPGI 中当前使用的颜色空间中的几种颜色通道组合方法,并确定了可以改善脉搏信号质量的组合方法,从而得到一种改进的基于平面正交于皮肤的方法(POS)。
基于对以往研究的分析,在公共数据库 UBFC-RPPG 和 PURE 中,通过平均信噪比(SNR)和箱线图比较了 13 种不同颜色空间中具有潜在生命体征测量能力的颜色通道组合方法。此外,通过双通道空间变换(sRGB→强度归一化 RGB→YCbCr)和在 CbCr 平面上进行微调,提取了脉搏信号。
在 13 种颜色通道组合方法中,在 YCbCr 颜色空间中 Cb+Cr 组合提取的信号包含最多的脉搏信息。此外,与 POS 相比,所有使用数据库的改进 POS 的平均 SNR 提高了 69.3%。
使用先验知识的方法不仅计算简单,而且可以显著提高 SNR,这将为基于 PPGI 的生命体征测量的实际应用提供很大帮助。