Signal de-noising in magnetic resonance spectroscopy using wavelet transforms

被引:35
作者
Cancino-De-Greiff, HF
Ramos-Garcia, R
Lorenzo-Ginori, JV [1 ]
机构
[1] Univ Cent Marta Abreu Las Villas, Fac Elect Engn, Santa Clara, Cuba
[2] Univ Dist Francisco Jose de Caldas, Bogota, Colombia
来源
CONCEPTS IN MAGNETIC RESONANCE | 2002年 / 14卷 / 06期
关键词
magnetic resonance spectroscopy; de-noising; wavelet shrinkage;
D O I
10.1002/cmr.10043
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
Computer signal processing is used for quantitative data analysis (QDA) in magnetic resonance spectroscopy (MRS). The main difficulty in ODA is that MRS signals appear to be contaminated with random noise. Noise reduction can be achieved by coherent averaging, but it is not always possible to average many MRS waveforms. Wavelet shrinkage de-noising (WSD) is a technique that can be employed in this case. The potentialities of WSD in MRS, alone and combined with the Cadzow algorithm, are analyzed through computer simulations. The results can facilitate an appropriate application of WSD, as well as a deeper understanding of this technique. (C) 2002 Wiley Periodicals, Inc.
引用
收藏
页码:388 / 401
页数:14
相关论文
共 20 条
[1]   Wavelet domain de-noising of time-courses in MR image sequences [J].
Alexander, ME ;
Baumgartner, R ;
Windischberger, C ;
Moser, E ;
Somorjai, RL .
MAGNETIC RESONANCE IMAGING, 2000, 18 (09) :1129-1134
[2]   A wavelet-based method for improving signal-to-noise ratio and contrast in MR images [J].
Alexander, ME ;
Baumgartner, R ;
Summers, AR ;
Windischberger, C ;
Klarhoefer, M ;
Moser, E ;
Somorjai, RL .
MAGNETIC RESONANCE IMAGING, 2000, 18 (02) :169-180
[3]  
[Anonymous], 1998, Time Frequency and Wavelets in Biomedical Signal Processing
[4]  
[Anonymous], COMPUTATIONAL SIGNAL
[5]  
[Anonymous], P IEEE INT C IM PROC
[6]   SIGNAL ENHANCEMENT - A COMPOSITE PROPERTY MAPPING ALGORITHM [J].
CADZOW, JA .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1988, 36 (01) :49-62
[7]  
DEBEER R, 1994, QUANTITATIVE IN VIVO
[8]   DE-NOISING BY SOFT-THRESHOLDING [J].
DONOHO, DL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1995, 41 (03) :613-627
[9]   NMRLAB -: Advanced NMR data processing in MATLAB [J].
Günther, UL ;
Ludwig, C ;
Rüterjans, H .
JOURNAL OF MAGNETIC RESONANCE, 2000, 145 (02) :201-208
[10]   Time-frequency plane Wiener filtering of the high-resolution ECG: Development and application [J].
Lander, P ;
Berbari, EJ .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1997, 44 (04) :256-265