DISCRETE TOTAL VARIATION FLOWS WITHOUT REGULARIZATION

被引:21
作者
Bartels, Soeren [1 ]
Nochetto, Ricardo H. [2 ,3 ]
Salgado, Abner J. [2 ]
机构
[1] Univ Freiburg, Abt Angew Math, D-79104 Freiburg, Germany
[2] Univ Maryland, Dept Math, College Pk, MD 20742 USA
[3] Univ Maryland, Inst Phys Sci & Technol, College Pk, MD 20742 USA
基金
美国国家科学基金会;
关键词
total variation; singular diffusion; maximal monotone operators; subgradient flows; variational inequalities; NUMERICAL-ANALYSIS; MODEL; CONVERGENCE; EVOLUTION; IMAGE; APPROXIMATIONS;
D O I
10.1137/120901544
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We propose and analyze an algorithm for the solution of the L-2-subgradient flow of the total variation functional. The algorithm involves no regularization, thus the numerical solution preserves the main features that motivate practitioners to consider this type of energy. We propose an iterative scheme for the solution of the arising problems, show that the iterations converge, and develop a stopping criterion for them. We present numerical experiments which illustrate the power of the method, explore the solution behavior, and compare with regularized flows.
引用
收藏
页码:363 / 385
页数:23
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