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基于改进PV插值和混合优化算法的医学图像配准 被引量：13

Medical Image Registration Based on Expanded PV Interpolation and Hybrid Optimization Algorithm
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摘要 基于互信息的医学图像配准算法近来获得了广泛的应用.在计算互信息的时候,采用部分体积插值计算联合直方图无法避免在象素整数倍位移处的局部极值,有可能导致误配准.本文提出了基于B样条函数的部分体积插值方法,有效地减少象素整数倍位移处的局部极值;在优化互信息函数的时候先使用遗传算法将配准参数收敛到最优值附近,然后使用Powell方法进行局部搜索,避免误收敛.实验表明,本文提出的算法具有更好的精确性和稳定性. The medical image registration method based on mutual information has been widely used recently. Despite of its advantages over other algorithms, it will introduce artifacts in calculating joint histogram with conventional partial volume （PV） interpolation. In this paper,an expand PV interpolation algorithm with B-spline is proposed to reduce the interpolation artifacts. A hybrid search strategy combined genetic algorithm with Powell＇s method is used to find the optimum value. Experimental results indicate the proposed algorithm can achieve better accuracy and robustness.
作者 彭景林 章兢 李树涛
机构地区 湖南大学电气与信息工程学院
出处 《电子学报》 EI CAS CSCD 北大核心 2006年第5期962-965,共4页 Acta Electronica Sinica
基金 国家自然科学基金(No.60402024) 教育部新世纪优秀人才计划
关键词 互信息 医学图像配准 B样条 遗传算法 部分体积插值 mutual information medical image registration B-spline genetic algorithm partial volume interpo-lation
分类号 TP391.41 [自动化与计算机技术—计算机应用技术]
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参考文献17

  • 1A A Goshtasby.2-D and 3-D Image Registration[M].New Jersey:John Wiley & Sons,Inc.2005.
  • 2A Collignon,F Maes,D Vandermeulen,et al.Automated multimodality medical image registration using information theory[A].Y Bizais et al.Information Processing in Medical Imaging[C].Dordrecht:Kluwer Academic Publishers,1995.263-274.
  • 3P Viola,W M Wells III.Alignment by maximization of mutual information[A].E Grimson et al.International Conference on Computer Vision[C].Los Alamitos,CA:IEEE Computer Society Press,1995.16-23.
  • 4F Maes.Segmentation and registration of multimodality medical images:From theory,implementation and validation to a useful tool in clinical practice[D].Belgium:KU Leuven,1998.
  • 5罗述谦,李响.基于最大互信息的多模医学图象配准[J].中国图象图形学报（A辑）,2000,5(7):551-558. 被引量：49
  • 6F Maes,D Vandermeulen,P Suetens.Medical image registration using mutual information[J].Proceedings of the IEEE,2003,91(10):1699-1722.
  • 7F Maes,A Collignon,D Vandermeulen,et al.Multimodality image registration by maximization of mutual information[J].IEEE Trans,Medical Imaging,1997,16(2):187-198.
  • 8C Studholme,D L G Hill,D J Hawkes.An overlap invariant entropy measures of 3D medical image alignment[J].Pattern Recognition,1999,32(1):71-86.
  • 9D Hearn,M P Baker.Computer Graphics,C version,Second Version[M].北京:清华大学出版社:2004.
  • 10J Tsao.Interpolation artifacts in multimodality image registration based on maximization of mutual information[J].IEEE Trans,Medical Imaging,2003,22(7):854-864.

二级参考文献22

  • 1[美]W.H.Press S.A.Teukolsky et al.著.傅祖芸 丁岩等译.C语言数值算法程序大全(第二版)[M].北京:电子工业出版社,1995..
  • 2Wells 3rd W M, Viola P, Atsumi H, et al. Multi-modal volume registration by maximization of mutual information [J]. Medical Image Analysis, 1996, 1(1): 35～51
  • 3Maes F, Collignon A, Vandermeulen D, et al. Multimodality image registration by maximization of mutual information [J].IEEE Transactions on Medical Imaging, 1997, 16 (2): 187 ～198
  • 4Van den P A, Evert Jan D Pol, Viergever M A. Medical image matching-A review with classification [J]. IEEE Engineering in Medicine and Biology, 1993, 12(1): 26～38
  • 5Maes F, 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
  • 6Hill D L G, Batchelor P G, Holden M, et al. Medical image registration [J]. Physics in Medicine and Biology, 2001, 46(3): 1～45
  • 7Holden M, Denton D J G, Denton E R E, et al. Voxel similarity measure for 3-D serial MR brain image registration[J]. IEEE Transactions on Medical Imaging, 2000, 19(2): 94～ 102
  • 8Josien P W Pluim, J B Antoine Maintz, Max A Viergever.Mutual information based registration of medical images: A survey [J]. IEEE Transactions on Medical Imaging, 2003, 22(8): 986～1004
  • 9Josien P W Pluim, J B Antoine Maintz, Max A. Viergever.Interpolation artefacts in mutual information-based image registration [J]. Computer Vision and Image Understanding,2000, 77(9): 211～232
  • 10Likar B, Pernus F. A hierarchical approach to elastic registration based on mutual information [J]. Image and Vision Computing, 2001, 19(1-2): 33～44

共引文献61

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引证文献13

二级引证文献32

电子学报
2006年 第5期

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