• DocumentCode
    1342853
  • Title

    Genetic algorithms for a robust 3-D MR-CT registration

  • Author

    Rouet, Jean-Michel ; Jacq, Jean-José ; Roux, Christian

  • Author_Institution
    Dept. of Image & Inf. Process., Ecole Nat. Superieure des Telecommun. de Bretagne, Brest, France
  • Volume
    4
  • Issue
    2
  • fYear
    2000
  • fDate
    6/1/2000 12:00:00 AM
  • Firstpage
    126
  • Lastpage
    136
  • Abstract
    Presents an original usage of genetic algorithms as a robust search space sampler in an application to 3D medical image elastic registration. An overview of the standard steps of a registration algorithm is given. We focus on the genetic algorithm use, and particularly on the problem of extracting the optimal solution among the final genetic population. We provide an original encoding scheme relying on a structural approach of point matching and then point out the need for a local optimization process. We then illustrate the algorithm with a concrete registration example and assert the results with a direct multi-volume rendering tool. Finally, the algorithm is applied to the Vanderbilt medical image database to assert its robustness and in order to compare it with other techniques.
  • Keywords
    biomedical MRI; computerised tomography; genetic algorithms; image coding; image matching; image registration; image sampling; medical image processing; medical information systems; rendering (computer graphics); visual databases; 3D MRI-CT registration; 3D medical image elastic registration; Vanderbilt medical image database; direct multi-volume rendering tool; encoding scheme; genetic algorithms; global optimization; local optimization process.; optimal solution extraction; pattern matching; point matching; robust search space sampler; structural approach; Biomedical imaging; Computed tomography; Concrete; Encoding; Genetic algorithms; Image registration; Image sensors; Magnetic resonance imaging; Medical diagnostic imaging; Robustness; Algorithms; Magnetic Resonance Imaging; Tomography, X-Ray Computed;
  • fLanguage
    English
  • Journal_Title
    Information Technology in Biomedicine, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1089-7771
  • Type

    jour

  • DOI
    10.1109/4233.845205
  • Filename
    845205