早期检测阿尔茨海默氏症使用数字图像处理通过虹膜学,一种替代方法

F. Hernandez, Roberto Vega, Freddy Tapia, D. Morocho, Walter Fuertes
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引用次数: 16

摘要

多年来,替代医学对眼睛进行了许多系统的研究,提出作为虹膜学的分析支持,虹膜学研究虹膜随人体器官的变化。这就是为什么它提供了调查和了解某些神经元疾病的机会,特别是基于数字图像处理的阿尔茨海默氏症。为此,利用基于数学模型的专门软件(Matlab),确定虹膜的特征,建立判断阿尔茨海默氏症存在与否的标准或模式。为此,我们有:i)傅里叶变换对图像进行归一化;ii) Hough变换,定位图像中的圆。此外,还使用了基于三种多层分类器的学习方法:ZeroR、Naïve贝叶斯和多层感知器。最后,为了区分不同类型的病理,必须使用多个样本并很好地识别,即数据必须一致并具有良好的分辨率,以避免影响结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Early detection of Alzheimer's using digital image processing through iridology, an alternative method
Over the years, alternative medicine has carried out numerous systematic studies of the eye, proposing as an analytical support to the iridology, which studies the alterations of the iris in correspondence with the organs of the human body. This is why it presents the opportunity to investigate and learn about certain neuronal diseases, specifically Alzheimer's based on digital image processing. For this, the use of mathematical models based on specialized software (Matlab), determines the characteristics of the iris establishing criteria or patterns to determine the existence or not of Alzheimer's. For this we have: i) The Fourier Transform to normalize the image; ii) The Hough Transform to locate circles in an image. In addition some learning methods based on three multi-layer classifiers were used: ZeroR, Naïve Bayes and Multi-layer Perceptron. Finally, to distinguish between the different types of pathologies, several samples must be used and well identified, that is, the data must be consistent and with a good resolution to avoid influencing the results.
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