DocumentCode :
3153172
Title :
The Split Bregman method of image decomposition model for ultrasound image denoising
Author :
Wang, Guodong ; Pan, Zhenkuan ; Zhao, Zengfang ; Sun, Xiaotong
Author_Institution :
Coll. of Inf. Eng., Qingdao Univ., Qingdao, China
Volume :
2
fYear :
2010
fDate :
16-18 Oct. 2010
Firstpage :
644
Lastpage :
647
Abstract :
Ultrasound images are very noisy. Along with system noise, a significant noise source is the speckle phenomenon, caused by interference in the viewed object. The noise of ultrasound image was always deemed as multiplicative noise. But the multiplicative noise models are not fitting for it very well, because the noise is more complex than the simple multiplicative one. In ultrasound image, the perfect image should only contain smooth area of the organ; so we consider separate the real image from large noised image. In this paper, we use variational image decomposition method for ultrasound image denoising. The VO(Vese-Osher) model can decompose image into smooth area and the oscillating patterns, but the minimization problem must be realized through solving partial differential equations with complex finite difference scheme which leads to low efficiency. The Split Bregman method for the VO model is proposed in this paper and then we use it for ultrasound image denoising.
Keywords :
biomedical ultrasonics; finite difference methods; image denoising; medical image processing; minimisation; partial differential equations; complex finite difference scheme; image decomposition model; minimization; multiplicative noise; partial differential equations; split Bregman method; ultrasound image denoising; Image decomposition; Image denoising; Mathematical model; Minimization; Noise; Speckle; Ultrasonic imaging; Split Bregman method; denoise; image decomposition; ultrasound image;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Engineering and Informatics (BMEI), 2010 3rd International Conference on
Conference_Location :
Yantai
Print_ISBN :
978-1-4244-6495-1
Type :
conf
DOI :
10.1109/BMEI.2010.5640043
Filename :
5640043
Link To Document :
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