• DocumentCode
    2742767
  • Title

    A Novel Medical Image Registration Algorithm Based on PSO and Wavelet Transformation Combined with 2v-SVM

  • Author

    Anna, W. ; Wu Jie ; Zhang Xinhua ; Tao Ran

  • Author_Institution
    Northeastern Univ., Shenyang
  • fYear
    2007
  • fDate
    5-7 Sept. 2007
  • Firstpage
    584
  • Lastpage
    584
  • Abstract
    In order to realize fast, precise and robust image registration, we proposed a new registration method, which is based on image feature extraction by wavelet transform combined with 2v-SVM and particle swarm optimization (PSO) algorithm. We made the affine transform between the source image and the target image, took Mutual Information (MI) as the Similarity Metric and extracted the feature points of the two images by wavelet transform combined with 2v-SVM; finally we can obtain the optimal transform parameters using the PSO algorithm. Our experiment results show that the proposed registration algorithm is effectively and advantaged.
  • Keywords
    image registration; medical image processing; particle swarm optimisation; support vector machines; wavelet transforms; affine transform; image feature extraction; medical image registration algorithm; mutual information; particle swarm optimization algorithm; similarity metric; source image; target image; wavelet transformation; Biomedical imaging; Data mining; Feature extraction; Frequency; Image edge detection; Image registration; Iterative algorithms; Mutual information; Robustness; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Innovative Computing, Information and Control, 2007. ICICIC '07. Second International Conference on
  • Conference_Location
    Kumamoto
  • Print_ISBN
    0-7695-2882-1
  • Type

    conf

  • DOI
    10.1109/ICICIC.2007.66
  • Filename
    4428226