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胸部X光片间质浸润的计算机分析:一种基于几何图案特征和傅里叶分析的新方案。

Computerized analysis of interstitial infiltrates on chest radiographs: a new scheme based on geometric pattern features and Fourier analysis.

作者信息

Monnier-Cholley L, MacMahon H, Katsuragawa S, Morishita J, Doi K

机构信息

Service de Radiologie, Hopital Saint-Antoine, Paris, France.

出版信息

Acad Radiol. 1995 Jun;2(6):455-62. doi: 10.1016/s1076-6332(05)80399-x.

Abstract

RATIONALE AND OBJECTIVES

Detection of interstitial infiltrates on chest radiographs is difficult and subjective. Therefore, we developed a computerized method to provide quantitative analysis of lung texture to increase diagnostic accuracy.

METHODS

Two hundred chest radiographs--100 healthy and 100 abnormal with interstitial infiltrates--were digitized using a laser scanner. They were analyzed by an automated computerized scheme that uses a combination of two methods for detection of interstitial infiltrates: a lung texture analysis based on the Fourier transform and a geometric pattern feature analysis based on filtering techniques.

RESULTS

The overall sensitivity and specificity of the computerized scheme were 92% and 90%, respectively. The scheme achieved a sensitivity of 80% in subtle cases (n = 15) and 88% in cases with localized interstitial disease (n = 26), whereas the specificity remained unchanged. There was good correlation between the computer output and the radiologists' severity rating.

CONCLUSION

This enhanced computerized scheme exhibits high sensitivity and specificity with a large database.

摘要

原理与目的

胸部X光片上间质浸润的检测既困难又主观。因此,我们开发了一种计算机化方法,以对肺纹理进行定量分析,提高诊断准确性。

方法

使用激光扫描仪将200张胸部X光片数字化,其中100张为正常片,100张为有间质浸润的异常片。它们通过一种自动化计算机方案进行分析,该方案结合了两种检测间质浸润的方法:基于傅里叶变换的肺纹理分析和基于滤波技术的几何图案特征分析。

结果

该计算机方案的总体敏感性和特异性分别为92%和90%。在细微病例(n = 15)中,该方案的敏感性为80%,在局限性间质疾病病例(n = 26)中为88%,而特异性保持不变。计算机输出结果与放射科医生的严重程度评级之间存在良好的相关性。

结论

这种改进的计算机方案在大型数据库中表现出高敏感性和特异性。

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