Wavelet domain non-linear filtering for MRI denoising

被引:119
作者
Anand, C. Shyam [1 ]
Sahambi, Jyotinder S. [1 ]
机构
[1] Indian Inst Technol, Dept Elect & Commun Engn, Gauhati 781039, Assam, India
关键词
Bilateral filtering; Magnetic resonance imaging (MRI); NeighShrink; Undecimated wavelet transform; MAGNETIC-RESONANCE IMAGES; RICIAN DISTRIBUTION; NOISE REMOVAL; SPACE;
D O I
10.1016/j.mri.2010.03.013
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Feature-preserved denoising is of great interest in medical image processing. This article presents a wavelet-based bilateral filtering scheme for noise reduction in magnetic resonance images. Undecimated wavelet transform is employed to provide effective representation of the noisy coefficients. Bilateral filtering of the approximate coefficients improves the denoising efficiency and effectively preserves the edge features. Denoising is done in the square magnitude domain, where the noise tends to be signal independent and is additive. The proposed method has been adapted specifically to Rician noise. The visual and the diagnostic quality of the denoised image is well preserved. The quantitative and the qualitative measures used as the quality metrics demonstrate the ability of the proposed method for noise suppression. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:842 / 861
页数:20
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