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基于互信息和混合优化算法的多模医学图像配准 被引量:11

Multimodality Medical Image Registration Based on Mutual Information and Hybrid Optimization Algorithm
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摘要 针对互信息函数的多极值问题,提出了一种基于混合优化算法的多模医学图像配准方法.对于多模医学图像,以互信息作为相似性测度,使用混合优化算法搜索出最佳配准变换参数,将待配准图像进行变换,从而达到配准的目的.实验表明,该算法能避免陷入局部最优值,配准结果精度达到亚像素级. A multimodality medical image registration method based on hybrid optimization algorithm was proposed to solve the problem of the mutual information function containing many local maxima. When dealing with multimodality medical images, we investigated the best matching parameters by applying mutual information as the similarity measure and hybrid optimization algorithm as the search strategy. The registration results showed that the subvoxel accuracy could be achieved and this method can avoid getting into the local optimum.
作者 张汗灵 杨帆
出处 《湖南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2006年第1期117-120,共4页 Journal of Hunan University:Natural Sciences
基金 国家自然科学基金资助(60373062)
关键词 图像配准 互信息 遗传算法 模拟退火算法 混合优化算法 image registration mutual information genetic algorithm simulated annealing algorithm hybrid optimization algorithm
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参考文献8

  • 1MAES F,COLLIGNON A,VANDERMEULEN D,et al.Multimodality image registration by maximization of rmutual information[J].IEEF Transactions on Medical Imaging,1997,16(2):187-198.
  • 2PLUIM J P W,MAINTZ J BA,VIERGEVER M A.Mutual information based registration of medical images:a survey[J].IEEE Transactions On Medical Imaging,2003,22(8):986-1004.
  • 3MAESF,VANDERMEULEN D,SUETENS P.Comparative evaluation of multiresolution optimization strategies for multimodality image registration by maximization of mutual information[J].Medical Image Analysis,1999,3(4) :373 - 386.
  • 4王雪梅,王义和.模拟退火算法与遗传算法的结合[J].计算机学报,1997,20(4):381-384. 被引量:123
  • 5PLATTARD D,SORETM,TROCCAZ J,et al.Patient set-up using portal images:2D/2D image registration using mutual information[J].Computer Aided Surgery,2000,5(4) :246 - 262.
  • 6KAGADISGC,DELIBASISKK,MATSOPOULOS GK,et al.A comparative study of surface- and volume-based techniques for the automatic registration between CT and SPECT brain images[J].Medical Physics,2002,29(2) :201 - 213.
  • 7刘勇 康立山 陈毓屏.非数值并行算法(第二册)遗传算法[M].北京:科学出版社,1994..
  • 8JOHNSONDS,ARAGONCR,MCGEOCHL A,et al.Optimization by simulated annealing:An experimental evaluation,graph partitioning[J].Operations Research,1989,37(6):865-892.

二级参考文献1

  • 1王雪梅,硕士学位论文,1995年

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