期刊文献+

基于水平集方法的数字胸片图像分割 被引量:9

Digital Chest Image Segmentation Based on Level Set Method
下载PDF
导出
摘要 水平集方法能有效地解决曲线演化过程中的拓扑变化问题 ,基于全局特性的活动轮廓模型采用水平集方法给出的迭代解 ,能有效进行分割。用这种方法对 CR胸片图像进行分割研究 ,并根据 CR图像的特点 ,给出了只需一次演化的方法 :直接针对原图像可以得到肺部大致区域 ;而针对 CR的局部标准偏差图像可以得到肋骨的边缘图像。实验结果表明 ,该方法能很好地对 Level set method could efficiently solve the problem of the topologic change involved in the evolvement of the curve.Using the loop solution presented by level set method, active contour model based on global traits can segment objects efficiently.The paper uses this method to research segmentation technique in Chest Radiography Image.Taking account of the characteristic of Chest Radiography Image,a method with only once evolvement is presented here.We could get coarse lung area from original image and could get rib edge from local standard deviation image of Chest Radiography.The results verify that it is a robust way for Chest Radiography Image segmentation.
出处 《中国图象图形学报(A辑)》 CSCD 北大核心 2004年第12期1459-1465,共7页 Journal of Image and Graphics
关键词 胸片 CR图像 法能 肺部 肋骨 局部 实验结果 水平集方法 图像分割 活动轮廓 level set method, active contour model, image segmentation, chest radiography
  • 相关文献

参考文献15

  • 1曹新华,蒋大宗,郑崇勋.一种数字胸片图像肺部区域的自动分割方法[J].生物医学工程学杂志,1998,15(4):393-396. 被引量:4
  • 2Toriwaki J, Suenaga Y, Fukumura T. Pattern recognition of chest X-ray images [J]. Computer Grraphics Image Procesing,1973,2(3):252-271.
  • 3Persoon E. A new edge detection algorithm and its applications in picture processing[J]. Computer Graphics Image Processing,1976,5(3) :425-446.
  • 4Wechsler H. Automatic Detection of Rib Contours in Chest Radiographs [M]. New York :Birkhauser Verlag, 1977.
  • 5Yue Zhanjun, Goshtasby A, Ackerman L V. Automatic dectection of rib borders in chest radiographs [J]. IEEE Transactions on Medical Imaging, 1995,14(3) : 525-536.
  • 6McNitt-Gray M F, Huang H K, Sayre J W. Feature selection in the pattern classification problem of digital chest radiograph segmentation [J]. IEEE Transactions on Medical Imaging,1995,14(3):537-547.
  • 7Osher S, Sethian J A. Fronts propagating with curvature dependent speed : algorithms based on Hamihon-Jacobi formulatios [J]. Journal of Computer Physics, 1988,79 (1):1249.
  • 8Sethian J A. Level Set Methods and Fast Marching Methods:Evolving Interfaces in Computational Geometry, Fluid Mechanics, Computer Vision and Materials Sciences [M],London :Cambridge University Press, 1996.
  • 9Adalsteinsson D, Sethaian J A. A fast level set method for propagating interfaces [J], Journal of Computer Physics, 1995,118(2) : 269-277.
  • 10Chan F T, Vese L. Active contours without edges [J]. IEEE Transactions on Image Processing, 2001,10(2) :266-277.

二级参考文献6

  • 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..
  • 2曹新华,Proc ICBME’96,1996年,381页
  • 3曹新华,Proc IEEE EMBS’96,1996年,411页
  • 4曹新华,博士学位论文,1996年
  • 5曹新华,Proc IEEE ICNNSP’95,1995年,1264页
  • 6MeNitt Gray,IEEE Trans Med Imaging,1995年,14卷,3期,537页

共引文献127

同被引文献172

引证文献9

二级引证文献81

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