期刊文献+
任意字段
题名或关键词
题名
关键词
文摘
作者
第一作者
机构
刊名
分类号
参考文献
作者简介
基金资助
栏目信息

利用相关比相似性测度多分辨率配准MR和CT医学图像的方法 被引量：4

MULTI-RESOLUTION REGISTRATION OF MR AND CT IMAGES BASED ON CORRELATION RATIO SIMILARITY MEASURE
暂未订购
导出
摘要 本文提出了有效的、能被临床应用所接受的磁共振 (MR)和CT医学图像配准方法。在基于体素灰度的医学图像配准领域 ,本文采用了全新的相关比相似性测度作为配准的测度准则。具体设计时 ,采用了加速的多分辨率配准方案 ,对方案中涉及的几何变换选取、重采样、多分辨率体数据表达及最优化方法进行了设计分析。最后 ,利用本文提出的多分辨率配准方法 ,对MR和CT临床医学图像进行配准 ,给出了令人满意的效果。 An effective multi-resolution MR and CT images registration method designed for clinical use is presented. A new correlation ratio similarity measure in voxel intensity based medical image registration field was adopted. The rigid transformation, resampling, multi-resolution medical image representation and optimization methods for accelerated multi-resolution registration scheme were discussed in detail. Experimental results based on clinical MR and CT images show that correlation ratio based multi-resolution registration method works well during clinical application.
作者 秦斌杰 庄天戈
机构地区 上海交通大学生物医学工程系
出处 《中国生物医学工程学报》 EI CAS CSCD 北大核心 2003年第1期1-5,11,共6页 Chinese Journal of Biomedical Engineering
基金 上海市科学发展基金资助项目 ( 985 10 70 16 )
关键词 医学图像配准 相关比 多分辨率 相似性测度 系统设计 Computerized tomography Correlation methods Magnetic resonance imaging Medical imaging
分类号 R445 [医药卫生—影像医学与核医学]
  • 相关文献

参考文献7

  • 1[1]Hsu LY, Loew MH. Fully automatic 3D feature-based registration of multi-modality medical images [J]. Image Vision Comput,2001,19(1):75-85.
  • 2[2]Viola P, Wells W. Alignment by maximization of mutual information[J]. Internat J Comput Vision,1997,24(2):137-154.
  • 3[3]Roche A, Malandain G, Pennec X, et al. Multi-modal image registration by maximization of the correlation ratio[R]. Tech Rep 3378,INRIA,1999.
  • 4[4]Studholme, C, Hill DLG, Hawkes DJ. Automated 3-D registration of MR and CT images of the head[J]. Med Image Analysis, 1996,1(2):163-175.
  • 5[5]Mark J, Stephen S. A global optimization method for robust affine registration of brain images[J]. Med Image Analysis, 2001,5(2):143-156.
  • 6[6]Pluim JPW. Mutual information based registration of medical images [D]. PhD thesis, Image Sciences Institute at the University Medical Center Utrecht, The Netherlands,2000.
  • 7[7]Numerical Recipes Software′s Books Online. Available at:http://www.ulib.org/webRoot/Books/Numerical-Recipes/. Accessed February 5.2002.

同被引文献34

  • 1Sjostrand K, Hansen M S, Larsson H B, et al. A path algorithm for the support vector domain description and its application to medical imaging. Medical Image Analysis 2007; 11(5): 417-428.
  • 2Jordi M M, Lorenzo B, Valls C G. A support vector domain description approach to supervised classi-fication of remote sensing images. IEEE Transactions on Geoscience and Remote Sensing 2007; 45(8): 2683- 2692.
  • 3Lee S W, Park J, Lee S W. Low resolution face recognition based on support vector data description. Pattern Recognition 2006; 39(9): 1809-1812.
  • 4Liu Y H, Lin S H, Hsueh Y L, et al. Automatic target defect identification for TFT-LCD array process inspection using kernel FCM-based fuzzy SVDD ensemble. Expert Systems with Applications 2009; 36(2): 1978-1998.
  • 5Bu H G, Wang J, Huang X B. Fabric defect detection based on multiple fractal features and support vector data description. Engineering Applications of Artificial Intelligence 2009; 22(2): 224-235.
  • 6Zbang Y, Wei X Y, Jiang H F. One-class classifier based on SBT for analog circuit fault diagnosis. Measurement 2008; 41(4): 371-380.
  • 7Zhu M L, Chen S F, Eiu X D. Sphere-structured support vector machines for multi-class pattern recognition. Proceedings of the 9th International Conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing. 2003; 2639: 589-593.
  • 8Lee D, Lee J. Domain described support vector classifier for multi-classification problems. Pattern Recognition 2007; 40(1): 41-51.
  • 9Zhang Y, Chi Z X, Li K Q. Fuzzy multi-class classifier based on support vector data description and improved PCM. Expert Systems with Applications 2009: 36(5): 8714-8718.
  • 10Gau W L, Buehrer D J. Vague sets. IEEE Transactions on Systems, Man and Cybernetics 1993; 23(2): 610- 614.

引证文献4

二级引证文献17

中国生物医学工程学报
2003年 第1期

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部