• DocumentCode
    1827785
  • Title

    Estimation of multiple fiber orientations from diffusion tensor MRI

  • Author

    Kim, Sungheon ; Jeong, Jeong-Won ; Singh, Manbir

  • Author_Institution
    Dept. of Biomed. Eng., Univ. of Southern California, Los Angeles, CA, USA
  • Volume
    4
  • fYear
    2003
  • fDate
    19-25 Oct. 2003
  • Firstpage
    2237
  • Abstract
    A novel method has been investigated to identify the orientations of multiple fiber tracts in a voxel of diffusion tensor MRI (DT-MRI). Conventionally, white matter fiber tracking has been performed based on the assumption that the major eigenvector represents the orientation of the fiber tract. However, it has been acknowledged widely that the assumption is valid only if there is a unidirectional single fiber tract per voxel. Recent attempts to resolve the problem of multiple fibers often require long acquisition times and strong gradients with greater than 50 gradient-directions. Our approach is to keep the same imaging sequence as conventional DT-MRI with a relatively small (six) number of diffusion gradient directions, and to apply independent component analysis technique to separate the raw data into multiple data sets corresponding to multiple fiber tracts respectively. A simulation study was carried out to test the method, followed by application to human data.
  • Keywords
    biological tissues; biomedical MRI; diffusion; medical computing; diffusion gradient directions; diffusion tensor MRI; eigenvector; fibrous tissues; human data; imaging sequence; independent component analysis technique; into multiple data set; long acquisition times; multiple fiber tracts; raw data set; unidirectional single fiber tract; white matter fiber tracking; Biomedical engineering; Biomedical measurements; Diffusion tensor imaging; Eigenvalues and eigenfunctions; Humans; Independent component analysis; Magnetic resonance imaging; Principal component analysis; Shape measurement; Tensile stress;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Nuclear Science Symposium Conference Record, 2003 IEEE
  • ISSN
    1082-3654
  • Print_ISBN
    0-7803-8257-9
  • Type

    conf

  • DOI
    10.1109/NSSMIC.2003.1352344
  • Filename
    1352344