Computer Science ›› 2013, Vol. 40 ›› Issue (Z11): 304-308.

Previous Articles     Next Articles

Research on Ultrasound Carotid Image Segmentation Methods Based on Local Chan-Vese Model Using Level Set Method

ZENG Ya-jie,YANG Xin,XU Hong-wei,LIU Yang,LIANG Hua-geng and DING Ming-yue   

  • Online:2018-11-16 Published:2018-11-16

Abstract: The segmentation of intima and adventitia of Common Carotid Artery(CCA) in ultrasound transverse images is critical,and the results can be used for qualitative estimates and quantitative measurements of plaque size,thickness and shape.Firstly the adventitia was segmented using Local C-V model and the intima was segmented using C-V model.Distance limitations item was proposed to limit the evolution of the intima,and Sparse field method(SFM) was used to improve efficiency of the level set method.The result was analyzed and compared by full-orthogonal method (FOM),ray method and Dice index.The results indicated that the LCV model can effectively segment the adventitia of the caro-tid artery;C-V model can effectively segment the intima;Improved methods can increase the speed of the program and improve the accuracy of segmentation of the intima and adventitia.

Key words: Biomedical engineering,Image segmentation;Carotid ultrasound images,Level set,Local C-V model

[1] 金娇英,王龙会,丁明跃.两种超声颈动脉血管斑块图像分割方法比较与改进[J].计算机科学,2012,B06:485-488
[2] 张丹丹,董小黎,杨黎明.不稳定动脉粥样硬化斑块的研究进展[J].现代生物医学进展,2012,5:4961-4963
[3] Pock T,Cremers D,Bischof H.An algorithm for minimizing the Mumford-Shah functional[C]∥IEEE 12th International Confe-rence on Computer Vision.Kyoto,Japan,2009:1133-1140
[4] 张文娟,冯象初.基于区域的图切割算法求解Mumford-Shah图像分割模型[J].计算机科学,2012,2:297-301
[5] Chan T F,Vese L.Active contours without edges [J].IEEE Transactions on Image Processing,2001,10(2):266-277
[6] 杨勇,马志明,徐春. LCV模型在医学图像分割中的应用[J].计算机学报,2010,36(10):184-186
[7] He Lin,Osher S.Solving the Chan-Vese Model by a Multiphase Level Set Algorithm Based on the Topological Derivative[J].Lecture Notes in Computer Science,2007,5:777-788
[8] 张志强,王万玉.一种改进的双边滤波算法 [J].中国图象图形学报A,2009,14(3):443-447
[9] Wang Xiao-Feng,Huang De-Shuang,Xu Huan.An efficient local Chan-Vese model for image segmentation[J].Pattern Recognition,2010,3:603-618
[10] Kirsten K,Loya P.Calculation of determinants using contour integrals[J].American Journal of Physics,2008,76(1):60-64
[11] Sreedhar K,Panlal B.Enhancement of Images using Morpholo-gical Transformation [J].International Journal of Computer Science & Information Technology,2012,4(1):33-50
[12] Zorn K K.Advancing our understanding of endometrial cancer histologic subtypes:Should we lump or split[J].Gynecologic Oncology,2007,6(1):6-7
[13] Adalstein D,Sethian J.A fast level set method for propagating interfaces[J].Journal of Computational Physics,1994,118(2):269-277
[14] Whitaker R.A level-set approach to 3D reconstruction fromrange data[J].International Journal of Computer,1998,29(3):203-231
[15] Cheong L-F,Xiang Xu.Behaviour of SFM algorithms with erroneous calibration [J].Computer Vision and Image Understan-ding,2011,5:16-30
[16] 刘民士,王春.射线法判断点与多边形内外关系的改进算法[J].滁州学院学报,2010,12(2):14-16
[17] 田考聪.描述性统计分册[M].北京:人民卫生出版社,2004:108-110

No related articles found!
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!