• DocumentCode
    3505455
  • Title

    Online motion detection in high angular resolution diffusion imaging

  • Author

    Caruyer, Emmanuel ; Aganj, Iman ; Lenglet, Christophe ; Sapiro, Guillermo ; Deriche, Rachid

  • Author_Institution
    Athena Project-Team, INRIA Sophia Antipolis - Mediterranee, Sophia Antipolis, France
  • fYear
    2011
  • fDate
    March 30 2011-April 2 2011
  • Firstpage
    516
  • Lastpage
    519
  • Abstract
    The orientation distribution function (ODF) can be reconstructed online incrementally from diffusion-weighted MRI with a Kalman filtering framework. This online reconstruction can provide real-time feedback to the practitioner, especially appreciated for long acquisition protocols typical in Q-ball imaging. On top of the Kalman filter, we propose a method to evaluate online the reconstruction accuracy of the estimated ODF in constant solid angle. In addition, monitoring the residuals of the Kalman filter, we design, based on statistical tests, two algorithms for online detection of subject motion. The proposed techniques, tested on real and synthetic data under various experimental conditions, can detect rotation by angle less than 3°.
  • Keywords
    Kalman filters; biomedical MRI; image reconstruction; image resolution; medical image processing; motion estimation; motion measurement; Kalman filter; ODF; Q-ball imaging; acquisition protocols; diffusion-weighted MRI; high angular resolution diffusion imaging; motion detection; orientation distribution function; statistical tests; Q-ball imaging (qbi); error propagation; motion estimation; online model estimation; orientation distribution function (odf);
  • 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.2011.5872458
  • Filename
    5872458