Fast reduction of speckle noise in real ultrasound images

被引:37
|
作者
Huang, Jie [1 ]
Yang, Xiaoping [1 ]
机构
[1] Nanjing Univ Sci & Technol, Dept Appl Math, Nanjing 210094, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Real ultrasound image; Speckle reduction; Generalized Kullback-Leibler distance; Variable splitting; Bregman iterative; MULTIPLICATIVE NOISE; DIVERGENCE; ALGORITHMS; REMOVAL; ENTROPY; FILTER;
D O I
10.1016/j.sigpro.2012.09.005
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we concentrate on fast removing speckle noise in real ultrasound images. It is hard to design a fast algorithm to solve a speckle reduction model, since the data fitting term in a speckle reduction model is usually not convex. In this paper, we present a convex variational model to deal with speckle noise in real ultrasound images. The data-fitting term of the proposed model is obtained by using a generalized Kullback-Leibler distance. To fast solve the proposed model, we incorporate variable splitting method and Bregman iterative method to propose a fast ultrasound speckle reduction algorithm. The capability of the proposed method is shown both on synthetic images and real ultrasound images. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:684 / 694
页数:11
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