• DocumentCode
    1602148
  • Title

    Intensity Robust Viscous Fluid Deformation Based Morphometry Using Regionally Adapted Mutual Information

  • Author

    Studholme, Colin ; Drapaca, Corina ; Cardenas, Valerie

  • Author_Institution
    Dept. of Radiol., California Univ., San Francisco, CA
  • fYear
    2006
  • Firstpage
    470
  • Lastpage
    473
  • Abstract
    This paper describes an approach to fine scale non-rigid registration for mapping patterns of tissue volume loss in serial MRI studies of the brain. Specifically it addresses the important confound of diffuse tissue contrast changes which can influence local sub-voxel estimates of volume change. Such changes can be induced by neurodegenerative or neurodevelopmental processes, which not only modify apparent tissue volume, but also modify tissue integrity and its resulting MRI contrast parameters. We derive an approach to the voxel-wise maximization of regional mutual information (RMI) and use this to drive a viscous fluid deformation model between images. This provides a topology preserving map of local changes in volume between time points that is robust to regional changes in tissue contrast. Comparisons with current methodology are included showing that the approach provides a significant reduction in errors when tissue contrast varies locally between MRI acquisitions
  • Keywords
    biological fluid dynamics; biological tissues; biomedical MRI; brain; image registration; medical image processing; neurophysiology; viscosity; MRI contrast parameters; MRI studies; apparent tissue volume; brain; diffuse tissue contrast changes; fluid deformation model; intensity robust fluid deformation; local subvoxel estimates; morphometry; neurodegenerative process; neurodevelopmental process; nonrigid registration; pattern mapping; regional mutual information; regionally adapted mutual information; tissue contrast; tissue integrity; tissue volume loss; topology preserving map; viscous fluid deformation; volume change; voxel-wise maximization; Deformable models; Diseases; Entropy; Image resolution; Magnetic resonance imaging; Mathematics; Mutual information; Radiology; Robustness; Topology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2005. IEEE-EMBS 2005. 27th Annual International Conference of the
  • Conference_Location
    Shanghai
  • Print_ISBN
    0-7803-8741-4
  • Type

    conf

  • DOI
    10.1109/IEMBS.2005.1616449
  • Filename
    1616449