Noise estimation in single- and multiple-coil magnetic resonance data based on statistical models

被引:121
作者
Aja-Fernandez, Santiago [1 ]
Tristan-Vega, Antonio [1 ]
Alberola-Lopez, Carlos [1 ]
机构
[1] Univ Valladolid, LPI, ETSI Telecomunicac, E-47011 Valladolid, Spain
关键词
Noise estimation; MRI; Rician model; Noncentral chi distribution; Multiple-coil system; RICIAN DISTRIBUTION; LMMSE ESTIMATION; DWI DATA; MRI; IMAGES; VARIANCE;
D O I
10.1016/j.mri.2009.05.025
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
100231 [临床病理学]; 100902 [航空航天医学];
摘要
Noise estimation is a challenging task in magnetic resonance imaging (MRI), with applications in quality assessment, filtering or diffusion tensor estimation. Main noise estimators based oil the Rician model are revisited and classified in this article, and new useful methods are proposed. Additionally, all the surveyed estimators are extended to the noncentral chi model, which applies to multiple-coil MRI and some important parallel imaging algorithms for accelerated acquisitions. The proposed new, noise estimation procedures, based oil the distribution of local moments, show better performance in terms of smaller variance and unbiased estimation over a wide range of experiments, with the additional advantage of not needing to explicitly segment the background of the image. (C) 2009 Elsevier Inc. All rights reserved.
引用
收藏
页码:1397 / 1409
页数:13
相关论文
共 45 条
[1]
Aja-Fernández S, 2007, LECT NOTES COMPUT SC, V4792, P368
[2]
Aja-Fernandez S., 2008, P MED IM COMP COMP A, P277
[3]
Restoration of DWI data using a rician LMMSE estimator [J].
Aja-Fernández, Santiago ;
Niethammer, Marc ;
Kubicki, Marek ;
Shenton, Martha E. ;
Westin, Carl-Fredrik .
IEEE Transactions on Medical Imaging, 2008, 27 (10) :1389-1403
[4]
Noise and signal estimation in magnitude MRI and Rician distributed images:: A LMMSE approach [J].
Aja-Fernandez, Santiago ;
Alberola-Lopez, Carlos ;
Westin, Carl-Fredrik .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2008, 17 (08) :1383-1398
[5]
Automatic noise estimation in images using local statistics. Additive and multiplicative cases [J].
Aja-Fernandez, Santiago ;
Vegas-Sanchez-Ferrero, Gonzalo ;
Martin-Fernandez, Marcos ;
Alberola-Lopez, Carlos .
IMAGE AND VISION COMPUTING, 2009, 27 (06) :756-770
[6]
[Anonymous], 1990, Two Dimensional Signal And Image Processing
[7]
AUTOMATIC DETECTION OF BRAIN CONTOURS IN MRI DATA SETS [J].
BRUMMER, ME ;
MERSEREAU, RM ;
EISNER, RL ;
LEWINE, RRJ .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1993, 12 (02) :153-166
[8]
An automatic method for estimating noise-induced signal variance in magnitude-reconstructed magnetic resonance images [J].
Chang, LC ;
Rohde, GK ;
Pierpaoli, C .
MEDICAL IMAGING 2005: IMAGE PROCESSING, PT 1-3, 2005, 5747 :1136-1142
[9]
Noise correction on Rician distributed data for fibre orientation estimators [J].
Clarke, Rafael Alonso ;
Scifo, Paola ;
Rizzo, Giovanna ;
Dell'Acqua, Flavio ;
Scotti, Giuseppe ;
Fazio, Ferruccio .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2008, 27 (09) :1242-1251
[10]
Design and construction of a realistic digital brain phantom [J].
Collins, DL ;
Zijdenbos, AP ;
Kollokian, V ;
Sled, JG ;
Kabani, NJ ;
Holmes, CJ ;
Evans, AC .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1998, 17 (03) :463-468