• DocumentCode
    3512887
  • Title

    Automatic segmentation of age-related white matter changes on flair images: Method and multicentre validation

  • Author

    Samaille, T. ; Colliot, O. ; Dormont, D. ; Chupin, M.

  • fYear
    2011
  • fDate
    March 30 2011-April 2 2011
  • Firstpage
    2014
  • Lastpage
    2017
  • Abstract
    White matter hyperintensities (WMH) are commonly seen on T2-weighted images in elderly people. They are considered as a potential marker of vascular pathology and have been associated with motor and cognitive deficits. In this paper, non linear diffusion was applied to FLAIR images and combined with precise anatomical knowledge extracted from T1-weighted images to automatically segment WMH. Evaluation was performed on 24 patients with mild cognitive impairment (MCI) from 5 different centres. Results showed excellent volume agreement with manual delineation (Pearson coefficient: r=0.98, p<;0.001) and substantial spatial correspondence (Similarity index: 66%±17%). Our method appeared robust to acquisition differences across the centres.
  • Keywords
    biomedical MRI; feature extraction; geriatrics; image segmentation; medical image processing; FLAIR images; Pearson coefficient; T1-weighted images; T2-weighted images; age-related white matter changes; automatic segmentation; elderly people; flair images; manual delineation; mild cognitive impairment; multicentre validation; nonlinear diffusion; similarity index; substantial spatial correspondence; vascular pathology; white matter hyperintensities; Image segmentation; Lesions; Magnetic resonance imaging; Manuals; Robustness; Silicon; Visualization; Automatic segmentation; Multicentre evaluation; Non linear diffusion; White matter hyperintensities;
  • 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.2011.5872807
  • Filename
    5872807