New denoising scheme for magnetic resonance spectroscopy signals

被引:31
作者
Ahmed, OA [1 ]
机构
[1] King Fahd Univ Petr & Minerals, Hail Community Coll, Dhahran 31261, Saudi Arabia
关键词
magnetic resonance spectroscopy; signal enhancement; time-frequency analysis; wavelet packet; wavelet transforms;
D O I
10.1109/TMI.2004.828350
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A new scheme for denoising magnetic resonance spectroscopy (MRS) signals is presented. This scheme is based on projecting noisy MRS signals in different domains, consecutively, and performing noise filtering operations in these domains. The domains are chosen such that the noise portion, which is inseparable from the desired signal in one domain, is separable in the other. A set of stable, linear, time-frequency (SLTF) transforms with different resolutions was selected for these projections as an example. Scheme evaluation was performed using extensive MRS signals with various noise levels. Compared with one domain denoising, it was observed that the proposed scheme gives superior results that compensate for the excess computational requirements. The proposed scheme supersedes also the wavelet packet denoising schemes.
引用
收藏
页码:809 / 816
页数:8
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