• DocumentCode
    3512861
  • Title

    A new segmentation and registration approach for vertebral body analysis

  • Author

    Aslan, Melih S. ; Ali, Asem ; Farag, Aly A. ; Abdelmumin, Hossam ; Arnold, Ben ; Xiang, Ping

  • Author_Institution
    Comput. Vision & Image Process. Lab., Univ. of Louisville, Louisville, KY, USA
  • fYear
    2011
  • fDate
    March 30 2011-April 2 2011
  • Firstpage
    2006
  • Lastpage
    2009
  • Abstract
    To diagnose the osteoporosis accurately, the bone mineral density (BMD) measurements of the vertebral bodies (VBs) are required. In this paper, we propose a new segmentation and registration method in order to assist the BMD measurements and fracture analysis (FA) accurately. In this experiment, image appearance and shape information of VBs are used. Our shape model is required to be registered to the testing image to avoid user interaction(s). Our proposed framework has four phases: i) the detection of vertebral body (VB) using the Matched filter, ii) initial segmentation using the intensity and spatial interaction models, iii) the registration of the shape prior and initially segmented image by matching a vector distance function (VDF), and iv) final segmentation using graph cuts which integrates intensity, spatial interaction and shape prior. Preliminary results show that our new algorithm is very promising and can solve many segmentation and registration problems.
  • Keywords
    biomechanics; computerised tomography; diseases; fracture; graph theory; image registration; image segmentation; matched filters; medical image processing; bone mineral density; fracture analysis; graph cuts; image registration; image segmentation; intensity; matched filter; osteoporosis; shape prior; spatial interaction; vector distance function; vertebral body; vertebral body analysis; Bones; Computed tomography; Image color analysis; Image segmentation; Labeling; Shape; Three dimensional displays; BMD measurements; Vertebral body (VB); shape based segmentation and registration;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
  • Conference_Location
    Chicago, IL
  • ISSN
    1945-7928
  • Print_ISBN
    978-1-4244-4127-3
  • Electronic_ISBN
    1945-7928
  • Type

    conf

  • DOI
    10.1109/ISBI.2011.5872805
  • Filename
    5872805