An Innovative Variational Level Set Model for Multiphase Image Segmentation

被引:0
|
作者
Shi, Jie [1 ]
Pan, Zhenkuan [1 ]
Wei, Weibo [1 ]
机构
[1] Qingdao Univ, Coll Informat Engn, Qingdao 266071, Shandong, Peoples R China
关键词
Multiphase Image Segmentation; Level Set; Regional Characteristics Functions;
D O I
10.1109/MUE.2009.18
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, a new model based on variational level set method for segmenting multiphase images is proposed. Its energy functional is based on the level set functions and the regional characteristics functions. It can deal with changes in curves' topology and be extended to multiphase image segmentation models which are based on other schemes for region competition as well. The gradient flow of the energy functional is computed using variational method to get the optimized solution of the model. In order to guarantee more accurate calculation, discrete definition of level set functions is used. Experimental results show that the new model has promising effect on image segmentation.
引用
收藏
页码:41 / 44
页数:4
相关论文
共 50 条
  • [1] A variational level set method for multiphase image segmentation
    Pan, Zhenkuan
    Li, Hua
    Wei, Weibo
    Guo, Zhenbo
    [J]. 2008 INTERNATIONAL CONFERENCE ON AUDIO, LANGUAGE AND IMAGE PROCESSING, VOLS 1 AND 2, PROCEEDINGS, 2008, : 525 - 530
  • [2] Variational level set methods for multiphase image segmentation on implicit surfaces
    Wang, Qi
    Pan, Zhenkuan
    Wei, Weibo
    [J]. Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics, 2010, 22 (12): : 2202 - 2208
  • [3] A convex variational level set model for image segmentation
    Wu, Yongfei
    He, Chuanjiang
    [J]. SIGNAL PROCESSING, 2015, 106 : 123 - 133
  • [4] A variational level set model for multiscale image segmentation
    Zhang, Honglu
    Tang, Liming
    He, Chuanjiang
    [J]. INFORMATION SCIENCES, 2019, 493 : 152 - 175
  • [5] Indirectly regularized variational level set model for image segmentation
    Wu, Yongfei
    He, Chuanjiang
    [J]. NEUROCOMPUTING, 2016, 171 : 194 - 208
  • [6] Image segmentation model combined with FCMS and variational level set
    Tang, Li-Ming
    Tian, Xue-Quan
    Huang, Da-Rong
    Wang, Xiao-Feng
    [J]. Tang, L.-M. (tlmcs78@163.com), 1600, Science Press (40): : 1233 - 1248
  • [7] Variational Bayesian Level Set for Image Segmentation
    Qu, Han-Bing
    Xiang, Lin
    Wang, Jia-Qiang
    Li, Bin
    Tao, Hai-Jun
    [J]. SIXTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2013), 2013, 9067
  • [8] A Variational Level Set Model Combined with FCMS for Image Clustering Segmentation
    Tang, Liming
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 2014
  • [9] A variational level set model based on local clustering for image segmentation
    Zhou Yu
    Zhang Weiguo
    Li Lifeng
    [J]. MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 4797 - 4801
  • [10] A Multiphase Level Set Framework for Image Segmentation Using the Mumford and Shah Model
    Luminita A. Vese
    Tony F. Chan
    [J]. International Journal of Computer Vision, 2002, 50 : 271 - 293