• DocumentCode
    3118838
  • Title

    An Information Theoretic Approach Characterizing Diffusion Anisotropy in Diffusion-weighted Magnetic Resonance Images

  • Author

    Metwalli, Nader S. ; LaConte, Stephen M. ; Hu, Xiaoping P.

  • Author_Institution
    Wallace H. Coulter Dept. of Biomed. Eng., Georgia Inst. of Technol., Atlanta, GA
  • fYear
    2006
  • fDate
    Aug. 30 2006-Sept. 3 2006
  • Firstpage
    2260
  • Lastpage
    2263
  • Abstract
    We propose an alternative approach that does not rely on tensor models for characterizing diffusion anisotropy from diffusion-weighted magnetic resonance images. Information content inherent in the diffusion attenuation values are the only measures needed for our characterization. We explore the information content inherent in these values. We calculate Shannon´s entropy on the diffusion attenuation values measured across the applied diffusion-sensitizing gradient directions. This method is evaluated with data generated with different diffusion gradient encoding schemes demonstrating the validity of our approach and its potential use to better differentiate between brain tissue types over tensor-based measures
  • Keywords
    biodiffusion; biological tissues; biomedical MRI; brain; encoding; neurophysiology; Shannon´s entropy; brain tissue; diffusion anisotropy; diffusion gradient encoding; diffusion-sensitizing gradient direction; diffusion-weighted magnetic resonance image; information theory; Anisotropic magnetoresistance; Attenuation measurement; Biomedical engineering; Biomedical imaging; Biomedical measurements; Diffusion tensor imaging; Entropy; Information theory; Magnetic resonance; Tensile stress;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE
  • Conference_Location
    New York, NY
  • ISSN
    1557-170X
  • Print_ISBN
    1-4244-0032-5
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2006.259870
  • Filename
    4462242