Dual Formulation of the TV-Stokes Denoising Model for Multidimensional Vectorial Images

被引:0
|
作者
Malyshev, Alexander [1 ]
机构
[1] Univ Bergen, Bergen, Norway
来源
基金
欧盟地平线“2020”;
关键词
Total variation; Denoising of a vector field; Chambolle's algorithm; ALGORITHM;
D O I
10.1007/978-3-030-50426-7_43
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The TV-Stokes denoising model for a vectorial image defines a denoised vector field in the form of the gradient of a scalar function. The dual formulation naturally leads to a Chambolle-type algorithm, where the most time consuming part is application of the orthogonal projector onto the range space of the gradient operator. This application can be efficiently executed by the fast cosine transform taking advantage of the fast Fourier transform. Convergence of the Chambolle-type iteration can be improved by Nesterov's acceleration.
引用
收藏
页码:580 / 587
页数:8
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