• DocumentCode
    1857542
  • Title

    Epiphysis and Metaphysis Extraction and Classification by Adaptive Thresholding and DoG Filtering for Automated Skeletal Bone Age Analysis

  • Author

    Giordano, D. ; Leonardi, R. ; Maiorana, F. ; Scarciofalo, G. ; Spampinato, C.

  • Author_Institution
    Univ. of Catania, Catania
  • fYear
    2007
  • fDate
    22-26 Aug. 2007
  • Firstpage
    6551
  • Lastpage
    6556
  • Abstract
    The aim of this work is to develop an automated system for skeletal bone age evaluation. Skeletal bone age assessment is a common and time-consuming task in pediatric radiology. We describe a system that implements the EMROI (epiphyseal/metaphyseal region of interest) extraction method by image processing techniques. Each EMROI is localized on the image, by using an analysis of its gray levels. Then the bones in the EMROI are extracted by using the DoG (difference of Gaussians) filter and enhanced using a novel adaptive thresholding obtained by histogram processing. Finally, the main features of these bones are extracted for the stage TW2 (tanner whitehouse) evaluation. Results obtained on a sample of 20 X-rays are discussed. With respect to the other existing automated approaches to compute the bone age, the proposed method requires less user feedback on system´s settings and is very versatile since it doesn´t depend strongly on features of the X-ray acquisition.
  • Keywords
    X-ray imaging; adaptive signal processing; biomedical imaging; bone; image classification; medical image processing; Difference of Gaussians filter; Tanner Whitehouse method; X-ray acquisition; adaptive thresholding; automated skeletal bone age analysis; epiphysis extraction; gray levels; histogram processing; image processing techniques; metaphysis extraction; Adaptive filters; Bones; Feedback; Filtering; Gaussian processes; Histograms; Image analysis; Image processing; Radiology; X-rays; Age Determination by Skeleton; Bone and Bones; Child; Child, Preschool; Hand; Humans; Infant; Radiographic Image Interpretation, Computer-Assisted;
  • 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.2007.4353861
  • Filename
    4353861