Radial basis functions and level set method for image segmentation using partial differential equation

被引:12
作者
Li, Shuling [1 ]
Li, Xiaolin [1 ]
机构
[1] Chongqing Normal Univ, Coll Math Sci, Chongqing 400047, Peoples R China
基金
中国国家自然科学基金;
关键词
Image segmentation; Radial basis functions; Evolution equations; Level set function; Meshless; Partial differential equation; NUMERICAL-SOLUTION; COLLOCATION METHOD; MESHLESS METHOD; EVOLUTION; DIFFUSION; SCHEME; LINES;
D O I
10.1016/j.amc.2016.04.002
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Combining nonlinear evolution equations, which arise from image segmentation using partial differential equation-based level set method, using radial basis functions, a meshless numerical algorithm is presented for image segmentation in this paper. Both globally supported and compactly supported radial basis functions are used to interpolate the level set function of the evolution equation with a high level of accuracy and smoothness. The nonlinear evolution equation is finally cast into ordinary differential equations and Euler's scheme is employed. Compared with traditional level set approaches, the presented algorithm is robust to initialization or even free of manual initialization, and avoids the complex and costly re-initialization of the level set function. The capability of the presented algorithm is demonstrated through some numerical experiments. (C) 2016 Elsevier Inc. All rights reserved.
引用
收藏
页码:29 / 40
页数:12
相关论文
共 46 条
[1]   RBF-based meshless method for the free vibration of beams on elastic foundations [J].
Al-Gahtani, Husain J. ;
Mukhtar, Faisal M. .
APPLIED MATHEMATICS AND COMPUTATION, 2014, 249 :198-208
[2]  
[Anonymous], 2002, Applied Mathematical Sciences
[3]  
[Anonymous], 2015, Cengage learning
[4]  
[Anonymous], IEEE T IMAGE PROCESS
[5]   A Fourier error analysis for radial basis functions and the Discrete Singular Convolution on an infinite uniform grid, Part 1: Error theorem and diffusion in Fourier space [J].
Boyd, John P. .
APPLIED MATHEMATICS AND COMPUTATION, 2015, 264 :132-140
[6]   Geodesic active contours [J].
Caselles, V ;
Kimmel, R ;
Sapiro, G .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 22 (01) :61-79
[7]   Active contours without edges [J].
Chan, TF ;
Vese, LA .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (02) :266-277
[8]   The method of variably scaled radial kernels for solving two-dimensional magnetohydrodynamic (MHD) equations using two discretizations: The Crank-Nicolson scheme and the method of lines (MOL) [J].
Dehghan, Mehdi ;
Mohammadi, Vahid .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2015, 70 (10) :2292-2315
[9]   The meshless kernel-based method of lines for solving the equal width equation [J].
Dereli, Yilmaz ;
Schaback, Robert .
APPLIED MATHEMATICS AND COMPUTATION, 2013, 219 (10) :5224-5232
[10]   Material distribution resembled level set method for optimal shape design of Stokes flow [J].
Duan, Xianbao ;
Li, Feifei .
APPLIED MATHEMATICS AND COMPUTATION, 2015, 266 :21-30