Computerized analysis of interstitial infiltrates on chest radiographs: A new scheme based on geometric pattern features and fourier analysis

Laurence Monnier-Cholley, Heber MacMahon, Shigehiko Katsuragawa, Junji Morishita, Kunio Doi

研究成果: ジャーナルへの寄稿学術誌査読

17 被引用数 (Scopus)

抄録

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.

本文言語英語
ページ(範囲)455-462
ページ数8
ジャーナルAcademic Radiology
2
6
DOI
出版ステータス出版済み - 6月 1995
外部発表はい

!!!All Science Journal Classification (ASJC) codes

  • 放射線学、核医学およびイメージング

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