Study of the Noise Reduction Algorithm with Median Modified Wiener Filter for T2-weighted Magnetic Resonance Brain Images

被引:8
作者
Choi, Donghyeok [1 ]
Kang, Seong-Hyeon [1 ]
Park, Chan Rok [2 ]
Lee, Youngjin [1 ]
机构
[1] Gachon Univ, Dept Radiol Sci, 191 Hambakmoero, Incheon, South Korea
[2] Jeonju Univ, Dept Radiol Sci, 303 Cheonjam Ro, Jeonju Si, Jeollabuk Do, South Korea
关键词
MRiLab simulation program; T2-weighted image; Median modified Wiener filter (MMWF); Noise reduction algorithm; SOFT-TISSUE; MR-IMAGES; REGISTRATION; REMOVAL;
D O I
10.4283/JMAG.2021.26.1.050
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The purpose of this study was to confirm the utility of the median modified Weiner filter (MMWF) noise reduction algorithm in T-2-weighted brain MR images. We acquired brain MR images using both real experiment and simulation, and performed comparative evaluation with conventional noise reduction algorithms through calculation of factors for the noise level and similarity. As a result, evaluation of the noise level and similarity showed the most improved in the image, which the MMWF noise reduction algorithm was applied. Moreover, additional experiment was conducted using real MR device and water phantom to more clearly prove the efficiency of the MMWF noise reduction algorithm. The noise level and intensity profile results derived from the real T-2-weighted MR image proved the effectiveness of the MMWF noise reduction algorithm. In conclusion, the proposed MMWF noise reduction algorithm demonstrated a very promising performance for improving the image quality in T-2-weighted MR image.
引用
收藏
页码:50 / 59
页数:10
相关论文
共 34 条
[1]   K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation [J].
Aharon, Michal ;
Elad, Michael ;
Bruckstein, Alfred .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2006, 54 (11) :4311-4322
[2]  
Ali H. M, 2018, HIGH RESOLUTION NEUR, V111
[3]   Wavelet domain non-linear filtering for MRI denoising [J].
Anand, C. Shyam ;
Sahambi, Jyotinder S. .
MAGNETIC RESONANCE IMAGING, 2010, 28 (06) :842-861
[4]   Liposarcoma of soft tissue: MRI findings with pathologic correlation [J].
Arkun, R ;
Memis, A ;
Akalin, T ;
Ustun, EE ;
Sabah, D ;
Kandiloglu, G .
SKELETAL RADIOLOGY, 1997, 26 (03) :167-172
[5]   Axonal damage in the spinal cord of MS patients occurs largely independent of T2 MRI lesions [J].
Bergers, E ;
Bot, JCJ ;
De Groot, CJA ;
Polman, CH ;
Nijeholt, GJLA ;
Castelijns, JA ;
van der Valk, P ;
Barkhof, F .
NEUROLOGY, 2002, 59 (11) :1766-1771
[6]  
Block W, 2014, P INT SOC MAGN RESON, V5244, P4227
[7]  
Cannistraci C.V., 2015, SCI REP-UK, V5, P1
[8]   Median-modified Wiener filter provides efficient denoising, preserving spot edge and morphology in 2-DE image processing [J].
Cannistraci, Carlo V. ;
Montevecchi, Franco M. ;
Alessio, Massimo .
PROTEOMICS, 2009, 9 (21) :4908-4919
[9]   A blurring index for medical images [J].
Chen, Tzong-Jer ;
Chuang, Keh-Shih ;
Chang, Jen-Hao ;
Shiao, Ya-Hui ;
Chuang, Chun-Chao .
JOURNAL OF DIGITAL IMAGING, 2006, 19 (02) :118-125
[10]   An optimized blockwise nonlocal means denoising filter for 3-D magnetic resonance images [J].
Coupe, Pierrick ;
Yger, Pierre ;
Prima, Sylvain ;
Hellier, Pierre ;
Kervrann, Charles ;
Barillot, Christian .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2008, 27 (04) :425-441