MRI Denoising Using Bilateral Filter in Redundant Wavelet Domain

被引:0
作者
Anand, C. Shyam [1 ]
Sahambi, J. S. [1 ]
机构
[1] Indian Inst Technol, Dept Elect & Commun Engn, Gauhati, India
来源
2008 IEEE REGION 10 CONFERENCE: TENCON 2008, VOLS 1-4 | 2008年
关键词
MRI; Discrete wavelet transform; Undecimated wavelet transform; Bilateral filtering; Feature preserved denoising;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Thermal noise is the main source of noise in Magnetic Resonance Imaging (MRI) technique. The image is commonly reconstructed by computing inverse discrete Fourier transform of the raw data. The noise in the reconstructed complex data is complex white gaussian noise. The magnitude of the reconstructed magnetic resonance image is used for diagnosis and automatic computer analysis. An efficient method for enhancement of noisy magnetic resonance image using Bilateral filter in the undecimated wavelet domain is proposed. Undecimated Wavelet Transform (UDWT) is employed to provide effective representation of the noisy coefficients. The filter coefficients of the UDWT are not upsampled with increase in the level of decomposition. Applying bilateral filter on the transformed approximation coefficients, effectively preserves the relevant edge features and removes the noisy coefficients. The reconstructed MRI data has high peak signal to noise ratio (PSNR) compared to the classical wavelet domain denoising approaches.
引用
收藏
页码:639 / 644
页数:6
相关论文
共 19 条
  • [1] Noise reduction for magnetic resonance images via adaptive multiscale products thresholding
    Bao, P
    Zhang, L
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2003, 22 (09) : 1089 - 1099
  • [2] Coifman R. R., 1995, LECT NOTES STAT, V103, P125, DOI [DOI 10.1007/978-1-4612-2544-7_9, 10.1002/cpa.3160410705, DOI 10.1002/CPA.3160410705]
  • [3] Craene L.D., 2006, THESIS U COLL ANTWER
  • [4] DE-NOISING BY SOFT-THRESHOLDING
    DONOHO, DL
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 1995, 41 (03) : 613 - 627
  • [5] Gonzalez R. C., 2004, DIGITAL IMAGE PROCES, P349
  • [6] THE RICIAN DISTRIBUTION OF NOISY MRI DATA
    GUDBJARTSSON, H
    PATZ, S
    [J]. MAGNETIC RESONANCE IN MEDICINE, 1995, 34 (06) : 910 - 914
  • [7] GYAROUVA A, 2002, UCRLID150931 LLNL
  • [8] 2 APPLICATIONS OF WAVELET TRANSFORMS IN MAGNETIC-RESONANCE-IMAGING
    HEALY, DM
    WEAVER, JB
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 1992, 38 (02) : 840 - 860
  • [9] Multi-dimensional biomedical image de-noising using Haar transform
    Hostalkova, Eva
    Vysata, Oldrich
    Prochazka, Ales
    [J]. PROCEEDINGS OF THE 2007 15TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING, 2007, : 175 - +
  • [10] Noise in MRI
    Macovski, A
    [J]. MAGNETIC RESONANCE IN MEDICINE, 1996, 36 (03) : 494 - 497