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使用数字图像处理技术对心电图空间时间表征的比较。

Comparison of spatial temporal representations of the vectorcardiogram using digital image processing.

作者信息

Silva Ittalo Dos Santos, Barbosa José Raimundo, Sousa Rafael Duarte de, Souza Igor Franklin Brito de, Hortegal Renato de Aguiar, Regis Carlos Danilo Miranda

机构信息

Federal Institute of Paraíba, João Pessoa, PB, Brazil.

Federal Institute of Paraíba, João Pessoa, PB, Brazil.

出版信息

J Electrocardiol. 2020 Mar-Apr;59:164-170. doi: 10.1016/j.jelectrocard.2020.02.013. Epub 2020 Feb 29.

Abstract

INTRODUCTION

The vectorcardiography (VCG) is a method of representing the heart's electrical activity in three dimensions that is not frequently used in clinical practice due to the higher complexity compared to electrocardiography (ECG). A way around this problem was the development of regression techniques to obtain the VCG from the 12‑lead ECG and the evaluation of these techniques is done by comparing the parameters obtained by the gold standard method and by the VCG obtained by the alternative methods. In this paper it is proposed instead a comparison between the images of the VCG planes using the values returned by digital image processing metrics such as PSNR, SSIM and PW-SSIM.

METHODS

The signals used were obtained from the Physikalisch-Technische Bundesanstalt Diagnostic ECG Database, which contains both the VCGs obtained by the gold standard method and the 12 lead ECG signals. They were divided into five groups that contained a control group and according to the region of the wall infarction. The ECG signals were then filtered using a Butterworth Finite Impulse Response bandpass filter, with cutoff frequencies of 3 Hz and 45 Hz and then the VCGs were by a computer application using the Kors inverse matrix method, the Kors quasi-orthogonal method and the Dower Inverse Matrix method. The reconstructed signals were then compared using the PSNR, SSIM and PW-SSIM methods. The returned values were presented in tables for each group containing the average value and standard deviance for each method in each VCG plane.

RESULTS

Using image processing techniques, it was possible to perceive that the alternative methods to obtain the VCG have a high confiability that could be compared to the gold standard in signals from healthy subjects. However, signals from pathological subjects present variations that could be caused by a deficit of these alternative methods to represent the pathology in these cases. Considering the PW-SSIM, the Frontal plane by the reconstructions was considered the most similar to the gold standard, having PW-SSIM values higher than 0.93 and for the Horizontal plane two groups had PW-SSIM values lower than 0.90 and for the Sagittal plane all groups had values lower than this value.

DISCUSSION

The values yielded by the PSNR and SSIM had low variance, worsening the perception of the effect of the reconstruction method used or the infarction effect over the reconstruction. The values lower than 0.90 could indicate that these planes have their generation most affected by the infarction.

CONCLUSION

The three methods of obtaining the VCG Frank leads, the Kors Quasi-Orthogonal method, the Kors Linear Regression method and the Dower Inverse Matrix, presented differences in the metrics: PSNR, SSIM and PW-SSIM in normal subjects according to the planes frontal, horizontal and sagittal and in subjects with Myocardial Infarction according to its topography: anterior, inferolateral, inferior or multiarterials. Considering only the PW-SSIM, the QO method had the best performance in different signals, followed by the Dower method.

摘要

引言

向量心电图(VCG)是一种在三维空间中表示心脏电活动的方法,由于与心电图(ECG)相比复杂性更高,在临床实践中并不常用。解决这个问题的一种方法是开发回归技术,以便从12导联心电图中获取VCG,并通过比较金标准方法获得的参数和替代方法获得的VCG来评估这些技术。本文提出使用数字图像处理指标(如PSNR、SSIM和PW - SSIM)返回的值,对VCG平面的图像进行比较。

方法

所使用的信号来自德国物理技术联邦研究所诊断心电图数据库,该数据库包含通过金标准方法获得的VCG和12导联心电图信号。它们被分为五组,其中包括一个对照组,并根据壁梗死区域进行分组。然后使用巴特沃斯有限脉冲响应带通滤波器对心电图信号进行滤波,截止频率为3Hz和45Hz,然后通过计算机应用程序使用科斯逆矩阵法、科斯准正交法和道尔逆矩阵法获得VCG。然后使用PSNR、SSIM和PW - SSIM方法对重建信号进行比较。返回的值以表格形式呈现给每组,其中包含每个VCG平面中每种方法的平均值和标准差。

结果

使用图像处理技术可以看出,获得VCG的替代方法在健康受试者的信号中具有与金标准相当的高可靠性。然而,病理受试者的信号存在差异,这可能是由于这些替代方法在这些情况下表示病理的能力不足所致。考虑到PW - SSIM,重建的额面被认为与金标准最相似,PW - SSIM值高于0.93;对于水平面,两组的PW - SSIM值低于0.90;对于矢状面,所有组的值都低于该值。

讨论

PSNR和SSIM产生的值方差较低,这使得对所使用的重建方法的效果或梗死对重建的影响的感知变差。低于0.90的值可能表明这些平面的生成受梗死影响最大。

结论

获得VCG弗兰克导联的三种方法,即科斯准正交法、科斯线性回归法和道尔逆矩阵法,在指标PSNR、SSIM和PW - SSIM方面存在差异,在正常受试者中根据额面、水平面和矢状面,在心肌梗死受试者中根据其地形(前壁、下侧壁、下壁或多动脉)。仅考虑PW - SSIM,QO方法在不同信号中表现最佳,其次是道尔方法。

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