期刊文献+

基于Mumford-Shah模型的高精度MR图像轮廓提取算法 被引量:8

A High-Accuracy Contour Extraction Algorithm for MR Images Based on Mumford-Shah Model
下载PDF
导出
摘要 提出了基于曲线演化的MR边界轮廓精确提取方法.针对MR图像边缘模糊和高噪声问题,改进Mum-ford-Shah曲线演化模型,将模糊聚类引入到轮廓演化能量模型中,降低对非规则细节和噪声的敏感性;利用水平集和半隐式的加性-乘性算子分裂数值方案进行轮廓线演化的迭代计算,提高精度和计算效率.实验表明这种方法可以对边界模糊和高噪声的轮廓进行有效提取. This paper proposes a high-accuracy contour extraction algorithm based on curve evolution model. Face to the blurred edges and high noise in MR image, Mumford-shah model is improved here and fuzzy clustering is used to establish active contour model to lower sensitivity to irregular details and noises. The derivation of the level set and the semi-implicit implementation based on the additive-multiplicative operator splitting is performed in order to improve the computing efficiency and accuracy. Experimental results are given to demonstrate the feasibility of the proposed method in extracting contour from the blurred edge and high-noise images.
出处 《计算机学报》 EI CSCD 北大核心 2009年第2期268-274,共7页 Chinese Journal of Computers
基金 国家自然科学基金(60773053,60673153,60673003)资助~~
关键词 曲线演化 轮廓提取 水平集 算子分裂 curve evolution contour extraction level set operator splitting
  • 相关文献

参考文献14

  • 1Kass M, Witkin A, Terzopoulos D. Snakes.. Active contour models. International Journal of Computer Vision, 1987, 1(4) : 321-331.
  • 2Caselles V, Catte F, Coil T, Dibos F. A geometric model for active contours in image processing. Numerische Mathematik, 1993, 66(1): 1-31.
  • 3Malladi R, Sethian J A, Vemuri B C. Shape modeling with front propagation: A level set approaeh. IEEE Transactions on Pattern Analysis and Maehine Intelligence, 1995, 17(2) : 158-175.
  • 4Caselles V, Kimmel R, Sapiro G. Geodesic active contours. International of Journal of Computer Vision, 1997, 22 (1) : 61-79.
  • 5Osher S, Sethian J A. Fronts propagating with curvature dependent speed: Algorithms based on Hamilton-Jacobi formulations. Journal of Computational Physics, 1988, 79:12-49.
  • 6Mumford D, Shah J. Optimal approximation by pieeewise smooth functions and associated variational problems. Communications on Pure and Applied Mathematics, 1989, 42 (5) : 577-685.
  • 7Chan T F, Vese L A. Active contours without edges. IEEE Transactions on Image Processing, 2001, 10(2):266-277.
  • 8李俊,杨新,施鹏飞.基于Mumford-Shah模型的快速水平集图像分割方法[J].计算机学报,2002,25(11):1175-1183. 被引量:124
  • 9Gao S, Bui T D. Image segmentation and selective smoothing by using Mumford-Shah model. IEEE Transactions on Image Processing, 2005, 14(10): 1537-1549.
  • 10Han Jing Feng, Berkels Benjamin, Droske Marc, Hornegger Joachim, Rumpf Martin, Schaller Carlo, Scorzin Jasmin,Urbach Horst. Mumford-Shah model for one-to-one edge matching. IEEE Transactions on Image Processing, 2007, 11 (16): 2720-2732.

二级参考文献1

  • 1李俊.基于曲线演化的图像分割方法及应用:博士学位认文[M].上海:上海交通大学,2001..

共引文献123

同被引文献76

引证文献8

二级引证文献22

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