• DocumentCode
    249028
  • Title

    Non rigid image registration by modeling deformations as elastic waves

  • Author

    Ahmad, Sahar ; Khan, Muhammad Faisal

  • Author_Institution
    Coll. of Telecommun. Eng., Nat. Univ. of Sci. & Technol., Islamabad, Pakistan
  • fYear
    2014
  • fDate
    27-30 Oct. 2014
  • Firstpage
    3577
  • Lastpage
    3581
  • Abstract
    In this paper we propose an inter-subject non-rigid image registration method that is derived from the concept of elastodynamics. Non-rigid warps are modeled as elastic waves which tend to recover extensive deformations. The deformable transformation model is given by Navier PDE which is solved iteratively using finite difference approximations. The dynamical displacements so computed represent the warp field which is then used to bring the subject image into spatial correspondence with the atlas. The results were validated using Jaccard coefficient (J), Dice coefficient (D), Overlap coefficient (O) and Normalized Cross Correlation (NCC) with mean ± std values of 0.81 ± .04, 0.89 ± .03, 0.99 ± .01 and 0.97 ± .01 respectively. This quantitative assessment confirmed that the proposed registration method performs very well.
  • Keywords
    correlation methods; elastic waves; elastodynamics; finite difference methods; image registration; partial differential equations; D; J; Jaccard coefficient; NCC; Navier PDE; O; deformable transformation model; dice coefficient; dynamical displacements; elastic waves; elastodynamics; finite difference approximations; intersubject nonrigid image registration method; nonrigid warps; normalized cross correlation; overlap coefficient; Biomedical imaging; Computational modeling; Deformable models; Elastodynamics; Force; Image registration; Propagation; Elastodynamics; Image Registration; Magnetic Resonance Imaging (MRI); Medical Image Analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2014 IEEE International Conference on
  • Conference_Location
    Paris
  • Type

    conf

  • DOI
    10.1109/ICIP.2014.7025726
  • Filename
    7025726