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胸部X线片中间质性肺异常的分形分析。

Fractal analysis of interstitial lung abnormalities in chest radiography.

作者信息

Kido S, Ikezoe J, Naito H, Tamura S, Machi S

机构信息

Department of Radiology, Nishinomiya Municipal Central Hospital, Hyogo, Japan.

出版信息

Radiographics. 1995 Nov;15(6):1457-64. doi: 10.1148/radiographics.15.6.8577968.

Abstract

A computerized method for analyzing interstitial lung abnormalities seen on chest radiographs was investigated. The method includes two main steps: (a) extraction of linear opacities on chest radiographs and (b) calculation of the fractal dimension. Extraction of linear opacities uses the processes of four-directional Laplacian-Gaussian filtering, binarization, and linear opacity judgment. The fractal dimensions in the processed images are then calculated by using the box-counting algorithm. The accuracy of the computerized method in differentiating between normal and abnormal lung tissue was tested on digitized chest radiographs (0.175 mm pixel, 10-bit) of 100 randomly selected patients. One hundred regions of interest (ROIs) from radiographs of 50 patients with interstitial lung abnormalities and 100 ROIs from radiographs of 50 patients with normal lungs were analyzed. The fractal dimensions obtained from the ROIs in lungs with interstitial abnormalities were significantly higher compared with those from ROIs in normal lungs (mean, 1.67 +/- 0.10 vs 1.44 +/- 0.12, respectively; P < .001). This result indicates that fractal analysis is useful in distinguishing interstitial lung abnormalities from normal lung tissue on chest radiographs.

摘要

研究了一种用于分析胸部X光片上间质性肺异常的计算机化方法。该方法包括两个主要步骤:(a) 提取胸部X光片上的线性模糊影,以及 (b) 计算分形维数。线性模糊影的提取使用四向拉普拉斯 - 高斯滤波、二值化和线性模糊影判断的过程。然后通过使用盒计数算法计算处理后图像中的分形维数。在100名随机选择患者的数字化胸部X光片(像素为0.175毫米,10位)上测试了该计算机化方法区分正常和异常肺组织的准确性。分析了来自50例间质性肺异常患者X光片的100个感兴趣区域(ROI)和来自50例正常肺患者X光片的100个ROI。与正常肺ROI相比,间质性异常肺ROI获得的分形维数显著更高(分别为均值1.67±0.10和1.44±0.12;P <.001)。该结果表明,分形分析有助于在胸部X光片上区分间质性肺异常与正常肺组织。

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