• DocumentCode
    2504380
  • Title

    Segmenting anatomy in chest x-rays for tuberculosis screening

  • Author

    Karargyris, Alexandros ; Antani, Sameer ; Thoma, George

  • Author_Institution
    Nat. Inst. of Health, U.S. Nat. Libr. of Med., Bethesda, MD, USA
  • fYear
    2011
  • fDate
    Aug. 30 2011-Sept. 3 2011
  • Firstpage
    7779
  • Lastpage
    7782
  • Abstract
    In this paper we describe the development of a screening system for pulmonary pathologies (i.e. pneumonia, tuberculosis) application in global healthcare settings. As a first step toward this goal, the paper presents a novel approach for detecting lungs and ribs in chest radiographs. The approach is a unified method combining two detection schemes resulting in reduced cost. The novelty of our approach lies on the fact that instead of using pixel-wise techniques exclusively we used region-based features computed as wavelet features that take into consideration the orientation of anatomic structures. Initial results are described. Next steps include classification of non-rib lung regions for radiographic patterns suggesting tuberculosis infection.
  • Keywords
    diagnostic radiography; diseases; feature extraction; image classification; image segmentation; lung; medical image processing; chest X-rays; chest radiographs; classification; global healthcare settings; lung detection; pixel-wise techniques; pneumonia; pulmonary pathologies; rib detection; segmentation; tuberculosis screening; wavelet features; Biomedical imaging; Gabor filters; Image edge detection; Lungs; Ribs; X-rays; Humans; Lung; Mass Screening; Radiographic Image Interpretation, Computer-Assisted; Radiography, Thoracic; Software; Thorax; Tuberculosis; X-Rays;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
  • Conference_Location
    Boston, MA
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4121-1
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2011.6091917
  • Filename
    6091917