COMPACT SUPPORT THIN PLATE SPLINE ALGORITHM  被引量:1

COMPACT SUPPORT THIN PLATE SPLINE ALGORITHM

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作  者:Li Jing Yang Xuan Yu Jianping 

机构地区:[1]School of Electronic Engineering, Xidian Univ., Xi'an 710071, China [2]Intelligent Information Processing Lab., Shenzhen Univ., Shenzhen 518060,China

出  处:《Journal of Electronics(China)》2007年第4期515-522,共8页电子科学学刊(英文版)

基  金:the National Natural Science Foundation of China (No.60572101) ;the Natural Science Foundation of Guangdong Province (No.31789).

摘  要:Common tools based on landmarks in medical image elastic registration are Thin Plate Spline (TPS) and Compact Support Radial Basis Function (CSRBF). TPS forces the corresponding landmarks to exactly match each other and minimizes the bending energy of the whole image. However, in real application, such scheme would deform the image globally when deformation is only local. CSRBF needs manually determine the support size, although its deformation is limited local. Therefore, to limit the effect of the deformation, new Compact Support Thin Plate Spline algorithm (CSTPS) is approached, analyzed and applied. Such new approach gains optimal mutual information, which shows its registration result satisfactory. The experiments also show it can apply in both local and global elastic registration.Common tools based on landmarks in medical image elastic registration are Thin Plate Spline (TPS) and Compact Support Radial Basis Function (CSRBF). TPS forces the corresponding landmarks to exactly match each other and minimizes the bending energy of the whole image. However, in real application, such scheme would deform the image globally when deformation is only local. CSRBF needs manually determine the support size, although its deformation is limited local. Therefore, to limit the effect of the deformation, new Compact Support Thin Plate Spline algorithm (CSTPS) is approached, analyzed and applied. Such new approach gains optimal mutual information, which shows its registration result satisfactory. The experiments also show it can apply in both local and global elastic registration.

关 键 词:Thin Plate Spline (TPS) Image registration Mutual information Compact support 

分 类 号:TP301[自动化与计算机技术—计算机系统结构]

 

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