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A computerized analysis system in chest radiography: Evaluation of interstitial lung abnormalities

机译:胸部X射线计算机分析系统:评估间质性肺异常

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摘要

We evaluated the usefulness of a computerized analysis system in the detection of interstitial lung abnormalities in digitized chest radiography. This system uses the processes of four-directional Laplacian-Gaussian filtering, linear opacity judgment, and linear opacity subtraction. For qualitative analysis, we employed a combined radiographic index, which was calculated from two normalized radiographic indices obtained by linear opacity judgment and subtraction of linear opacities. We selected 50 regions of interest (ROIs) in patients with mild interstitial lung abnormalities, 50 ROIs in patients with severe interstitial lung abnormalities, and 50 ROIs in individuals with normal lung parenchyma. High-resolution computed radiography (HRCT) findings were used as the standard of reference for this study. These ROIS were processed by our computerized analysis system, and radiographic indices were obtained from each ROI. The area under the receiver operating characteristic curve (Az) was used as the measure of performance. The combined radiographic index provided better results in the mild interstitial lung abnormality group (Az=0.94±0.02), but it also yielded good results in the severe interstitial lung abnormality group (Az=0.98±0.01). These results indicate that this system of combining radiographic indices has improved the detection performance over that with our previous system.
机译:我们评估了计算机分析系统在数字化胸部X光检查中检测间质性肺异常的有用性。该系统使用四向Laplacian-Gaussian滤波,线性不透明度判断和线性不透明度减法的过程。对于定性分析,我们采用了组合的射线照相指数,该指数是通过线性不透明度判断和线性不透明度相减得到的两个归一化射线照相指数计算得出的。我们选择了轻度间质性肺间质异常患者的50个感兴趣区域(ROI),严重间质性肺间质异常患者的50个ROI和肺实质正常的个体的50个ROI。高分辨率计算机射线照相(HRCT)的发现被用作这项研究的参考标准。这些ROIS由我们的计算机分析系统处理,并且从每个ROI获得射线照相指标。接收机工作特性曲线(Az)下的面积用作性能的度量。合并的放射学检查指数在轻度间质性肺异常组(Az = 0.94±0.02)中提供更好的结果,但在严重性间质性肺异常组(Az = 0.98±0.01)中也产生良好的结果。这些结果表明,该组合射线照相指标的系统比我们以前的系统具有更高的检测性能。

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