• DocumentCode
    1851589
  • Title

    Shape classification techniques for discrete 3D porous media. Application to trabecular bone

  • Author

    Aufort, G. ; Jennane, Rachid ; Harba, R. ; Benhamou, C.L.

  • Author_Institution
    Lab. d´Electron., Orleans
  • fYear
    2007
  • fDate
    22-26 Aug. 2007
  • Firstpage
    5536
  • Lastpage
    5539
  • Abstract
    The clinical process used to screen osteoporosis is the bone mineral density (BMD). Since this density measurement does not cover the entire diagnosis range, work is being carried out on the segmentation of the bone and other complex porous media to provide quantitative information about their microarchitecture. Two shape classification techniques have been recently proposed in the literature. In this paper we compare these different methods and propose a new original rod/plate classification technique. The efficiency of the 3 processes is then studied on test vectors composed of both rods and plates, then applied on real trabecular bone samples. Results of this study emphasize the pros and cons of the 2 published techniques, and discuss the improvements of the new region-growth-based method. Finally, the interest of such a tool in osteoporosis screening is discussed.
  • Keywords
    bone; diseases; medical image processing; pattern classification; porous materials; bone mineral density; osteoporosis; osteoporosis screening; plate classification; porous media; region-growth-based method; rod classification; shape classification; trabecular bone; Cancellous bone; Data mining; Density measurement; Image segmentation; Microarchitecture; Minerals; Osteoporosis; Shape; Skeleton; Testing; Absorptiometry, Photon; Algorithms; Artificial Intelligence; Bone and Bones; Humans; Imaging, Three-Dimensional; Osteoporosis; Pattern Recognition, Automated; Porosity; Radiographic Image Enhancement; Radiographic Image Interpretation, Computer-Assisted; Reproducibility of Results; Sensitivity and Specificity; Tomography, X-Ray Computed;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
  • Conference_Location
    Lyon
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-0787-3
  • Type

    conf

  • DOI
    10.1109/IEMBS.2007.4353600
  • Filename
    4353600