• DocumentCode
    2793012
  • Title

    Elastic image registration using improved robust point matching

  • Author

    Yang, Xuan ; Pei, Ji-hong

  • Author_Institution
    Coll. of Inf. Eng., Shenzhen Univ., Shenzhen
  • Volume
    5
  • fYear
    2008
  • fDate
    12-15 July 2008
  • Firstpage
    2835
  • Lastpage
    2840
  • Abstract
    We present an improved robust point matching (RPM) framework to register elastic deformed images. The framework accelerates its convergence speed and improves its robustness to match landmark sets. In RPM, the initial value of temperature parameter T plays an importance role to estimates the correspondence matrix by deterministic annealing. In this paper, estimation of T based on the location relation of data point sets automatically is presented, and convergence speed of RPM improved greatly. Moreover, estimation principles of the regularization parameters are introduced also. We compared the convergence speed and the robustness of our technique to standard RPM for synthetic data. Finally, we demonstrate the superior performance of the improved RPM to multimodal medical image elastic registration.
  • Keywords
    convergence; estimation theory; image matching; image registration; matrix algebra; splines (mathematics); convergence speed; correspondence matrix; deterministic annealing; elastic deformed image registration; estimation principle; landmark set matching; regularization parameter; robust point matching; temperature parameter; thin plate spline; Acceleration; Annealing; Biomedical imaging; Convergence; Cybernetics; Image registration; Machine learning; Parameter estimation; Robustness; Temperature; Elastic image registration; Robust point matching; Thin-Plate spline;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2008 International Conference on
  • Conference_Location
    Kunming
  • Print_ISBN
    978-1-4244-2095-7
  • Electronic_ISBN
    978-1-4244-2096-4
  • Type

    conf

  • DOI
    10.1109/ICMLC.2008.4620891
  • Filename
    4620891