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

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.

Publication types

  • Comparative Study
  • Research Support, Non-U.S. Gov't
  • Research Support, U.S. Gov't, P.H.S.

MeSH terms

  • Adolescent
  • Adult
  • Aged
  • Aged, 80 and over
  • False Positive Reactions
  • Female
  • Fourier Analysis
  • Humans
  • Lung / diagnostic imaging*
  • Lung Diseases, Interstitial / classification
  • Lung Diseases, Interstitial / diagnostic imaging*
  • Male
  • Middle Aged
  • Radiographic Image Enhancement*
  • Radiographic Image Interpretation, Computer-Assisted* / methods
  • Radiography, Thoracic* / classification
  • Radiography, Thoracic* / methods
  • Reproducibility of Results
  • Sensitivity and Specificity