Detection of Interstitial Lung Disease using correlation and regression methods on texture measure

Mohd Salzahrin Mohd Hamzah, Rosminah Md Kasim, A. Yunus, O. M. Rijal, N. Noor
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引用次数: 4

Abstract

A novel procedure to detect Interstitial Lung Disease (ILD) with High Resolution Computed Tomography (HRCT) images is proposed. Seven texture measures from a selected slice of HRCT lung image of fifteen ILD cases, fifteen non-ILD cases and fifteen healthy individuals were obtained and their pairwise correlation calculated. Two groups of texture measure obtained from standard clustering procedure were then used to create a discrimination procedure using simple linear regression. The texture measure Contrast and Standard Deviation of Energy (STDE) gave the highest detection rate.
基于纹理测量的相关性和回归方法检测间质性肺疾病
提出了一种利用高分辨率计算机断层扫描(HRCT)图像检测间质性肺疾病(ILD)的新方法。从15例ILD病例、15例非ILD病例和15例健康个体的HRCT肺图像切片中获得7个纹理测量值,并计算其两两相关性。然后使用标准聚类程序获得的两组纹理测量值创建一个使用简单线性回归的识别程序。纹理测量对比度和能量标准差(STDE)的检出率最高。
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