• DocumentCode
    1946149
  • Title

    Hybrid optimization for ultrasound and multimodal image registration

  • Author

    Wachowiak, Mark P. ; Smolíková, Renata ; Elmaghraby, Adel S.

  • Author_Institution
    Dept. Comput. Sci. & Eng., Louisville Univ., KY, USA
  • Volume
    3
  • fYear
    2001
  • fDate
    2001
  • Firstpage
    2418
  • Abstract
    Optimization of similarity metrics is an important component of many biomedical image registration applications that greatly affects registration outcome. Selection of an optimization approach is dependent on the modalities being registered, the characteristics of the similarity function, and available computational resources. This paper addresses optimization approaches for 2D and 3D rigid body intra- and multimodal ultrasound registration. Stochastic and direct techniques are compared for mutual information and correlation ratio functions. A new direct/stochastic hybrid approach based on the tabu search is also proposed. Visualization and experimental results suggest the usefulness of such an approach. Results also show that the tabu hybrid technique compares favorably with traditional techniques, based on accuracy and number of function evaluations.
  • Keywords
    acoustic correlation; biomedical ultrasonics; image registration; medical image processing; optimisation; stochastic processes; 2D rigid body ultrasound registration; 3D rigid body ultrasound registration; accuracy; biomedical image registration applications; computational resources; correlation ratio functions; direct techniques; direct/stochastic hybrid approach; hybrid optimization; intramodal registration; kidney phantom; multimodal image registration; mutual information; registration outcome; similarity function; similarity metrics; stochastic techniques; tabu hybrid technique; tabu search; ultrasound; Biomedical computing; Biomedical imaging; Humans; Image registration; Mutual information; Optimization methods; Robustness; Simulated annealing; Stochastic processes; Ultrasonic imaging;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2001. Proceedings of the 23rd Annual International Conference of the IEEE
  • ISSN
    1094-687X
  • Print_ISBN
    0-7803-7211-5
  • Type

    conf

  • DOI
    10.1109/IEMBS.2001.1017265
  • Filename
    1017265