期刊文献+

基于图像层的双水平集图像分割 被引量:1

Double Level Set Image Segmentation Based on Image Layer
下载PDF
导出
摘要 传统C-V模型可以将待分割图像分割成目标和背景两区域,但无法实现对多目标图像的分割。多相C-V模型能够对多目标图像进行分割,但需要多次迭代,计算量较大。为了解决上述问题,提出一种基于图像层的双水平集分割算法,该算法通过引入背景填充技术来改变图像背景,从而形成新的图像层,双水平集不断地在新的图像层中进行分割,直到所有目标被分割。这样通过双水平集就可以实现对多目标图像的分割。实验结果表明:该算法能够实现多目标分割,且迭代次数较少,同时具有较强的抗干扰能力和较快的收敛速度。 Traditional C-V model can divide the image into object and background,but can not be achieved on the multi- objective image segmentation. Multiphase C-V model for image segmentation requires more iterations and more compu- ting time. In order to slove these problems, this paper proposed a double level set image segmentation algorithm based on image layer. The algorithm introduces the background filling technology to change the image background, forming a new image layer, and the double level set continues division in the new image layer, until all objects are segmented. Through the new image layer, the double level set can achieve the multi-objective image segmentation. The experimental results show that the algorithm can realize multi-objective segmentation with less iteration,also has strong anti-interfe- rence ability and faster convergence speed.
出处 《计算机科学》 CSCD 北大核心 2015年第6期308-312,共5页 Computer Science
基金 国家自然科学基金资助项目(61174046 61175111 60904030 60874030 60835001 60874045) 中国江苏省高校自然科学基金(09KJB51001910 KJB510027) 江苏省博士后科研资助计划项目(1102167C)资助
关键词 图像分割 图像层 水平集 Image segmentation Image layer Level set
  • 相关文献

参考文献9

  • 1Osher S, Sethian J A. Fronts propagation with curvature de- pendent speed Algorithms based on the Hamilton-jacobi formu- lation[J] Journal of computational phys cs, 1988,79,12-49.
  • 2Caselles V,Catte F,Coll T, et al. A geometric model for active contours[J]. Numerische Mathematik, 1993,66 ( 1 ) : 1-31.
  • 3Malladi R, et al. Shape modeling with front propagation: A level set approach[J]. IEEE trans on PAMI, 1995,17(2) : 158-175.
  • 4Zhao H K,Chan T,Merriman B, et al. A variational level set ap- proach to multiphase motio[J] sics, 1996,127 : 179-195.
  • 5Vese L A, Chan T F. A multiphase level set framework forimage segmentation using the mumford and shah model[J]. In- ternational journal of computer vision, 2002,50(3) : 271-293.
  • 6Brox T, Weickert J. Level set segmentation with multiple re- gions[J]. 1EEE trans on image processing, 2006,17:3213-3218.
  • 7Bert elli L, Sumengen B, Manjunath B, et al. A variational frame- work for multi-region pairwise similarity-based image segmenta- tion[J]. IEEE trans on pattern analysis and machine intelli- gence, 2008,30 : 1400-1414.
  • 8Ayed I B,Mitiehe A. A region merging prior for variational level set image segmentation[J]. IEEE trans on image processing,2008,17:2301-2311.
  • 9王小峰.水平集方法及在图像分割中的应用研究[D].合肥:中国科学技术大学,2009.

同被引文献3

引证文献1

二级引证文献5

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