• DocumentCode
    2927563
  • Title

    Use of Shannon information in treatment of high resolution diffusion MRI

  • Author

    Lori, Nicolás F. ; Santos, Carlos

  • Author_Institution
    Fac. of Med., Univ. of Coimbra, Coimbra, Portugal
  • fYear
    2010
  • fDate
    Aug. 31 2010-Sept. 4 2010
  • Firstpage
    2714
  • Lastpage
    2717
  • Abstract
    Diffusion MRI allows the obtaining of an approximation of the water displacement´s probability density function (PDF) and orientation distribution function (ODF). Examples of techniques used in obtaining these distributions being q-space imaging (QSI), and q-ball imaging (QBI), respectively. Shannon information quantifies the discriminative power of a symbol based on its probability. We quantified the information amount of a white matter fiber bundle being used to discriminate those fibers using specific diffusion MRI data treatment techniques. The equations developed are new and it is also described how they will help in future experimental calculations. An example of experimental ODF surfaces and ODF based white matter fiber tracking in living humans is also shown to highlight possible future advantages of Shannon information usage in describing crossing white matter fiber bundles.
  • Keywords
    biomedical MRI; brain; information theory; medical image processing; statistical distributions; Shannon information; high resolution diffusion MRI; orientation distribution function; probability density function; q-ball imaging; q-space imaging; water displacement; white matter fiber bundle; Approximation methods; Equations; Magnetic resonance imaging; Mathematical model; Probability density function; Tensile stress; Algorithms; Brain; Brain Mapping; Data Interpretation, Statistical; Diffusion Magnetic Resonance Imaging; Humans; Image Processing, Computer-Assisted; Imaging, Three-Dimensional; Models, Statistical; Models, Theoretical; Nerve Fibers, Myelinated; Probability; Signal Processing, Computer-Assisted; Software;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
  • Conference_Location
    Buenos Aires
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4123-5
  • Type

    conf

  • DOI
    10.1109/IEMBS.2010.5626569
  • Filename
    5626569