• DocumentCode
    2490557
  • Title

    Ranking of stopping criteria for log domain diffeomorphic demons application in clinical radiation therapy

  • Author

    Peroni, M. ; Golland, P. ; Sharp, G.C. ; Baroni, G.

  • Author_Institution
    Dept. of Bioeng., Politec. di Milano, Milan, Italy
  • fYear
    2011
  • fDate
    Aug. 30 2011-Sept. 3 2011
  • Firstpage
    4884
  • Lastpage
    4887
  • Abstract
    Deformable Image Registration is a complex optimization algorithm with the goal of modeling a non-rigid transformation between two images. A crucial issue in this field is guaranteeing the user a robust but computationally reasonable algorithm. We rank the performances of four stopping criteria and six stopping value computation strategies for a log domain deformable registration. The stopping criteria we test are: (a) velocity field update magnitude, (b) vector field Jacobian, (c) mean squared error, and (d) harmonic energy. Experiments demonstrate that comparing the metric value over the last three iterations with the metric minimum of between four and six previous iterations is a robust and appropriate strategy. The harmonic energy and vector field update magnitude metrics give the best results in terms of robustness and speed of convergence.
  • Keywords
    computerised tomography; image registration; iterative methods; mean square error methods; medical image processing; optimisation; radiation therapy; clinical radiation therapy; complex optimization algorithm; computationally reasonable algorithm; deformable image registration; harmonic energy; iteration; log domain deformable registration; log domain diffeomorphic demon application; mean squared error; metric value; nonrigid transformation; robustness; stopping criteria; stopping value computation strategy; vector field Jacobian; vector field update magnitude metrics; Convergence; Helium; Jacobian matrices; Measurement; Phantoms; Vectors; Algorithms; Models, Theoretical; Radiotherapy;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
  • Conference_Location
    Boston, MA
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4121-1
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2011.6091210
  • Filename
    6091210