用离散小波变换从视频视觉成像(VOG)信号中确定糖尿病视网膜病变的生理效应

Ceren Kaya, O. Erkaymaz, Orhan Ayar, M. Özer
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引用次数: 1

摘要

由胰腺分泌的胰岛素激素在体内存在量不足,或者因为不合适,这种情况被定义为血糖升高的“糖尿病(Diabetes)”。“糖尿病视网膜病变”是糖尿病相关眼病中最常见的。由于动脉的变化,它对视网膜造成了损害,视网膜可以探测到眼睛后面的光线,这是导致人们失明的原因之一。在本研究中,利用Metrovision MonPackOne电眼仪的内部跟踪摄像头捕获水平和垂直视频眼图(VOG)信号。为了从信号中滤除噪声,采用了小波变换方法。所获得的信号表明,糖尿病视网膜病变患者的信号比健康组的信号具有更高的振幅和不规则特征。在两组中,显著的Daubechies-6小波系数(A6-D6)比Daubechies-4小波系数(A4-D4)给出更好的结果。利用小波变换得到的数据为今后的工作提供了特征提取和分类的思路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Determination of the physiological effects of diabetic retinopathy disease from Video-Oculography (VOG) signals using discrete wavelet transform
The insulin hormone secreted from the pancreas gland in the body is not present in sufficient amount, or because they do not fit, which is defined as the elevation of blood glucose “Diabetes Mellitus (Diabetes)”. “Diabetic Retinopathy” is the most common in diabetes-related eye diseases. It had done damages in the retina that detect light on behind the eye as a result of changes in the arteries that is one of the reasons that makes blindness (loss of vision) in people. In this study, horizontal and vertical Video-Oculography (VOG) signals captured by using internal tracking camera in Metrovision MonPackOne Electrooculography device. In order to filter the noise from the signals, the wavelet transform method was used. Obtained signals have shown that the signals of diabetic retinopathy patients have higher amplitude and irregular characteristic than the signals obtained from healthy groups. In both groups, significant Daubechies-6 wavelet coefficients (A6-D6) gave better results than Daubechies-4 wavelet coefficients (A4-D4). Obtained data as a result of using wavelet transform sheds light on feature extraction and classification in proposed future works.
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