Texture Enhancing Based on Variational Image Decomposition

被引:2
作者
Fruehauf, Florian
Pontow, Carsten [2 ]
Scherzer, Otmar [1 ,2 ]
机构
[1] Austrian Acad Sci, Radon Inst Computat & Math, Altenberger Str 69, A-4040 Linz, Austria
[2] Univ Vienna, Ctr Comp Sci, A-1090 Vienna, Austria
来源
MATHEMATICAL IMAGE PROCESSING | 2011年 / 5卷
基金
奥地利科学基金会;
关键词
Image decomposition; Image enhancement; Anisotropic diffusion; texture; Curvelets; Total variation; TOTAL VARIATION MINIMIZATION; BOUNDED VARIATION; RESTORATION;
D O I
10.1007/978-3-642-19604-1_7
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 consider the Augmented Lagrangian Method for image decomposition. We propose a method which decomposes an image into texture, which is characterized to have finite l(1) curvelet coefficients, a cartoon part, which has finite total variation norm, and noise and oscillating patterns, which have finite G-norm. In the second part of the paper we utilize the equivalence of the Augmented Lagrangian Method and the iterative Bregman distance regularization to show that the dual variables can be used for enhancing of particular components. We concentrate on the enhancing feature for the texture and propose two different variants of the Augmented Lagrangian Method for decomposition and enhancing.
引用
收藏
页码:127 / +
页数:3
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