Level Set Regularization Using Geometric Flows

被引:3
作者
Alvarez, Luis [1 ]
Cuenca, Carmelo [1 ]
Ildefonso Diaz, Jesus [2 ]
Gonzalez, Esther [1 ]
机构
[1] Univ Las Palmas Gran Canaria, CTIM Ctr Tecnol Imagen, Dept Informat & Sistemas, Las Palmas De Gc 35017, Spain
[2] Univ Complutense Madrid, Dept Matemat Aplicada, Inst Matemat Interdisciplinar, E-28040 Madrid, Spain
关键词
geometric flows; level sets evolution; partial differential equations; MEAN-CURVATURE; FUNDAMENTAL EQUATIONS; PARABOLIC EQUATIONS; VISCOSITY SOLUTIONS; MULTISCALE ANALYSIS; ACTIVE CONTOURS; NATURAL IMAGES; SCALE-SPACE; AXIOMS; SEGMENTATION;
D O I
10.1137/17M1139722
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we study a geometric partial differential equation including a forcing term. This equation de fines a hypersurface evolution that we use for level set regularization. We study the shape of the radial solutions of the equation and some qualitative properties about the level set propagations. We show that under a suitable choice of the forcing term, the geometric equation has nontrivial asymptotic states and it represents a model for level set regularization. We show that by using a forcing term which is merely a bounded Holder continuous function, we can obtain finite time stabilization of the solutions. We introduce an explicit finite difference scheme to compute numerically the solution of the equation and we present some applications of the model to nonlinear two-dimensional image filtering and three-dimensional segmentation in the context of medical imaging.
引用
收藏
页码:1493 / 1523
页数:31
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