A geometric flow approach for region-based image segmentation-theoretical analysis

被引:10
作者
Jing, Zhu-cui [1 ]
Ye, Juntao [2 ]
Xu, Guo-liang [3 ]
机构
[1] Beijing Jiaotong Univ, Sch Econ & Management, Beijing 100044, Peoples R China
[2] Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
[3] Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
关键词
L-2-gradient flow; Bi-cubic B-spline; direct method; image segmentation; ACTIVE CONTOURS; MUMFORD; MODEL; EDGES;
D O I
10.1007/s10255-018-0723-4
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we analyze the well-posedness of an image segmentation model. The main idea of that segmentation model is to minimize one energy functional by evolving a given piecewise constant image towards the image to be segmented. The evolution is controlled by a serial of mappings, which can be represented by B-spline basis functions. The evolution terminates when the energy is below a given threshold. We prove that the correspondence between two images in the segmentation model is an injective and surjective mapping under appropriate conditions. We further prove that the solution of the segmentation model exists using the direct method in the calculus of variations. These results provide the theoretical support for that segmentation model.
引用
收藏
页码:65 / 76
页数:12
相关论文
共 24 条
[1]  
BUCK RC, 1956, ADV CALCULUS
[2]   Geodesic active contours [J].
Caselles, V ;
Kimmel, R ;
Sapiro, G .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 22 (01) :61-79
[3]   A GEOMETRIC MODEL FOR ACTIVE CONTOURS IN IMAGE-PROCESSING [J].
CASELLES, V ;
CATTE, F ;
COLL, T ;
DIBOS, F .
NUMERISCHE MATHEMATIK, 1993, 66 (01) :1-31
[4]   Active contours without edges for vector-valued images [J].
Chan, TE ;
Sandberg, BY ;
Vese, LA .
JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2000, 11 (02) :130-141
[5]   Active contours without edges [J].
Chan, TF ;
Vese, LA .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (02) :266-277
[6]  
do Carmo M.P., 2004, DIFFERENTIAL GEOMETR
[7]   Threshold dynamics for the piecewise constant Mumford-Shah functional [J].
Esedoglu, S ;
Tsai, YHR .
JOURNAL OF COMPUTATIONAL PHYSICS, 2006, 211 (01) :367-384
[8]  
Gibou F., 2005, 4 ANN HAWAII INT C S, P281
[9]   A Nonmonotone Line Search Based Algorithm for Distribution Center Location Selected [J].
Jing, Zhu-cui ;
Li, Meng-gang ;
Wang, Chuan-long .
ACTA MATHEMATICAE APPLICATAE SINICA-ENGLISH SERIES, 2014, 30 (03) :699-706
[10]   A Wavelet Based Alternative Iteration Method for the Orientation Refinement of Cryo-Electron Microscopy 3D Reconstruction [J].
Jing, Zhucui ;
Li, Ming .
MATHEMATICAL MODELLING AND ANALYSIS, 2015, 20 (03) :396-408