NONLOCAL OPERATORS WITH APPLICATIONS TO IMAGE PROCESSING

被引:1065
|
作者
Gilboa, Guy [1 ]
Osher, Stanley [1 ]
机构
[1] Univ Calif Los Angeles, Dept Math, Los Angeles, CA 90095 USA
来源
MULTISCALE MODELING & SIMULATION | 2008年 / 7卷 / 03期
关键词
nonlocal operators; regularization; total variation; variational methods; spectral graph theory; Hamilton-Jacobi equations;
D O I
10.1137/070698592
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We propose the use of nonlocal operators to de. ne new types of flows and functionals for image processing and elsewhere. A main advantage over classical PDE-based algorithms is the ability to handle better textures and repetitive structures. This topic can be viewed as an extension of spectral graph theory and the diffusion geometry framework to functional analysis and PDE-like evolutions. Some possible applications and numerical examples are given, as is a general framework for approximating Hamilton-Jacobi equations on arbitrary grids in high demensions, e. g., for control theory.
引用
收藏
页码:1005 / 1028
页数:24
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