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Volumn 28, Issue 2, 2009, Pages 165-172

A nonlocal maximum likelihood estimation method for Rician noise reduction in MR images

Author keywords

Denoising; Magnetic resonance (MR) images; Nonlocal (NL) means; Nonlocal maximum likelihood estimation (NLML); Rician distribution

Indexed keywords

ACOUSTIC INTENSITY; ACOUSTIC NOISE MEASUREMENT; ATOMS; BLOCK CODES; DIAGNOSIS; ESTIMATION; MAGNETIC RESONANCE; MAXIMUM LIKELIHOOD; RESONANCE; SIGNAL TO NOISE RATIO; TURBO CODES;

EID: 59449092337     PISSN: 02780062     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMI.2008.927338     Document Type: Article
Times cited : (152)

References (36)
  • 1
    • 0021254150 scopus 로고
    • A signal-to-noise calibration procedure for nmr imaging systems
    • W. A. Edelstein, P. A. Bottomley, and L. M. Pfeifer, "A signal-to-noise calibration procedure for nmr imaging systems," Med. Phys., vol. 11, no. 2, pp. 180-185, 1984.
    • (1984) Med. Phys , vol.11 , Issue.2 , pp. 180-185
    • Edelstein, W.A.1    Bottomley, P.A.2    Pfeifer, L.M.3
  • 2
    • 0021863486 scopus 로고
    • Noise and filtration in magnetic resonance imaging
    • E. R. McVeigh, R. M. Henkelman, and M. J. Bronskill, "Noise and filtration in magnetic resonance imaging," Med. Phys., vol. 12, no. 5, pp. 586-591, 1985.
    • (1985) Med. Phys , vol.12 , Issue.5 , pp. 586-591
    • McVeigh, E.R.1    Henkelman, R.M.2    Bronskill, M.J.3
  • 3
    • 0021948756 scopus 로고
    • Measurement of signal intensities in the presence of noise in mr images
    • R. M. Henkelman, "Measurement of signal intensities in the presence of noise in mr images," Med. Phys., vol. 12, no. 2, pp. 232-233, 1985.
    • (1985) Med. Phys , vol.12 , Issue.2 , pp. 232-233
    • Henkelman, R.M.1
  • 4
    • 0024394344 scopus 로고
    • Improved detectability in low signal-to-noise ratio magnetic resonance images by means of phase-corrected real construction
    • M. A. Bernstein, D. M. Thomasson, and W. H. Perman, "Improved detectability in low signal-to-noise ratio magnetic resonance images by means of phase-corrected real construction," Med. Phys., vol. 16, no. 5, pp. 813-817, 1989.
    • (1989) Med. Phys , vol.16 , Issue.5 , pp. 813-817
    • Bernstein, M.A.1    Thomasson, D.M.2    Perman, W.H.3
  • 6
    • 0028839871 scopus 로고
    • The Rician distribution of noisy MRI data
    • H. Gudbjartsson and S. Patz, "The Rician distribution of noisy MRI data," Magn. Reson, Med., vol. 34, no. 6, pp. 910-914, 1995.
    • (1995) Magn. Reson, Med , vol.34 , Issue.6 , pp. 910-914
    • Gudbjartsson, H.1    Patz, S.2
  • 7
    • 0030229278 scopus 로고    scopus 로고
    • Noise in MRI
    • A. Macovski, "Noise in MRI," Magn. Reson. Med., vol. 36, no. 3, pp. 494-497, 1996.
    • (1996) Magn. Reson. Med , vol.36 , Issue.3 , pp. 494-497
    • Macovski, A.1
  • 9
    • 0021518209 scopus 로고
    • Stochastic relaxation, Gibbs distribution, and the Bayesian restoration of images
    • Nov
    • S. Geman and D. Gemen, "Stochastic relaxation, Gibbs distribution, and the Bayesian restoration of images," IEEE Trans. Pattern Anal. Mach. lntell., vol. 6, no. 6, pp. 721-741, Nov. 1984.
    • (1984) IEEE Trans. Pattern Anal. Mach. lntell , vol.6 , Issue.6 , pp. 721-741
    • Geman, S.1    Gemen, D.2
  • 10
    • 0032216613 scopus 로고    scopus 로고
    • Spatio-temporal FMRI analysis using Markov random fields
    • Dec
    • X. Descombes, F. Kruggel, and D. Y. Von Cramon, "Spatio-temporal FMRI analysis using Markov random fields," IEEE Trans. Med. Imag., vol. 17, no. 6, pp. 1028-1039, Dec. 1998.
    • (1998) IEEE Trans. Med. Imag , vol.17 , Issue.6 , pp. 1028-1039
    • Descombes, X.1    Kruggel, F.2    Von Cramon, D.Y.3
  • 11
    • 0034745001 scopus 로고    scopus 로고
    • Segmentation of brain MR images through a hidden Markov random field model and the expectationmaximization algorithm
    • Jan
    • Y. Zhang, M. Brady, and S. Smith, "Segmentation of brain MR images through a hidden Markov random field model and the expectationmaximization algorithm," IEEE Trans. Med. Imag., vol. 20, no. 1, pp. 45-57, Jan. 2001.
    • (2001) IEEE Trans. Med. Imag , vol.20 , Issue.1 , pp. 45-57
    • Zhang, Y.1    Brady, M.2    Smith, S.3
  • 12
    • 34548537289 scopus 로고    scopus 로고
    • Feature-preserving MRI denoising using a nonparametric, empirical-Bayes approach
    • Sep
    • S. P. Awate and R. T. Whitaker, "Feature-preserving MRI denoising using a nonparametric, empirical-Bayes approach," IEEE Trans. Med. Imag., vol. 26, no. 9, pp. 1242-1255, Sep. 2007.
    • (2007) IEEE Trans. Med. Imag , vol.26 , Issue.9 , pp. 1242-1255
    • Awate, S.P.1    Whitaker, R.T.2
  • 13
    • 33645653318 scopus 로고    scopus 로고
    • A review of image denoising algorithms, with a new one
    • A. Buades, B. Coll, and J. M. Morel, "A review of image denoising algorithms, with a new one," Multiscale Model. Simulation, vol. 4, no. 2, pp. 490-530, 2005.
    • (2005) Multiscale Model. Simulation , vol.4 , Issue.2 , pp. 490-530
    • Buades, A.1    Coll, B.2    Morel, J.M.3
  • 16
    • 0026235175 scopus 로고
    • Filtering noise from images with wavelet transforms
    • J. B. Weaver, Y. Xu, D. M. Healy Jr., and L. D. Cromwell, "Filtering noise from images with wavelet transforms," Magn. Reson. Med., vol. 21, no. 2, pp. 288-295, 1991.
    • (1991) Magn. Reson. Med , vol.21 , Issue.2 , pp. 288-295
    • Weaver, J.B.1    Xu, Y.2    Healy Jr., D.M.3    Cromwell, L.D.4
  • 17
    • 0033322132 scopus 로고    scopus 로고
    • Wavelet-based Rician noise removal for magnetic resonance imaging
    • Oct
    • R. D. Nowak, "Wavelet-based Rician noise removal for magnetic resonance imaging," IEEE Trans. Image Process., vol. 8, no. 10, pp. 1408-1419, Oct. 1999.
    • (1999) IEEE Trans. Image Process , vol.8 , Issue.10 , pp. 1408-1419
    • Nowak, R.D.1
  • 18
    • 1642357547 scopus 로고    scopus 로고
    • Denoising functional MR images: A comparison of wavelet denoising and Gaussian smoothing
    • Mar
    • A. M. Wink and J. B. T. M. Roerdink, "Denoising functional MR images: A comparison of wavelet denoising and Gaussian smoothing," IEEE Trans. Image Process., vol. 23, no. 3, pp. 374-387, Mar. 2004.
    • (2004) IEEE Trans. Image Process , vol.23 , Issue.3 , pp. 374-387
    • Wink, A.M.1    Roerdink, J.B.T.M.2
  • 20
    • 0025465145 scopus 로고
    • Scale-space and edge detection using anisotropic diffusion
    • Jul
    • P. Perona and J. Malik, "Scale-space and edge detection using anisotropic diffusion," IEEE Trans. Pattern Anal. Mach. Intell., vol. 12, no. 7, pp. 629-639, Jul. 1990.
    • (1990) IEEE Trans. Pattern Anal. Mach. Intell , vol.12 , Issue.7 , pp. 629-639
    • Perona, P.1    Malik, J.2
  • 21
    • 0026875779 scopus 로고
    • Nonlinear anisotropic filtering of MRI data
    • Jun
    • G. Gerig, O. Kubler, R. Kikinis, and F. A. Jolesz, "Nonlinear anisotropic filtering of MRI data," IEEE Trans. Med. Imag., vol. 11, no. 2, pp. 221-232, Jun. 1992.
    • (1992) IEEE Trans. Med. Imag , vol.11 , Issue.2 , pp. 221-232
    • Gerig, G.1    Kubler, O.2    Kikinis, R.3    Jolesz, F.A.4
  • 22
    • 4744371607 scopus 로고    scopus 로고
    • Noise-adaptive nonlinear diffusion filtering of MR images with spatially varying noise levels
    • A. A. Samsonov and C. R. Johnson, "Noise-adaptive nonlinear diffusion filtering of MR images with spatially varying noise levels," Magn. Reson. Med., vol. 52, pp. 798-806, 2004.
    • (2004) Magn. Reson. Med , vol.52 , pp. 798-806
    • Samsonov, A.A.1    Johnson, C.R.2
  • 23
    • 23844556857 scopus 로고    scopus 로고
    • MRI denoising via phase error estimation
    • D. Tisdall and M. S. Atkins, "MRI denoising via phase error estimation," in Proc. SPIE Med. Imag., 2005, pp. 646-654.
    • (2005) Proc. SPIE Med. Imag , pp. 646-654
    • Tisdall, D.1    Atkins, M.S.2
  • 25
    • 0032081257 scopus 로고    scopus 로고
    • Maximum likelihood estimation of Rician distribution parameters
    • Jun
    • J. Sijbers, A. J. den Dekker, P. Scheunders, and D. Van Dyck, "Maximum likelihood estimation of Rician distribution parameters," IEEE Trans. Image Process., vol. 17, no. 3, pp. 357-361, Jun. 1998.
    • (1998) IEEE Trans. Image Process , vol.17 , Issue.3 , pp. 357-361
    • Sijbers, J.1    den Dekker, A.J.2    Scheunders, P.3    Van Dyck, D.4
  • 26
    • 1542346904 scopus 로고    scopus 로고
    • Maximum likelihood estimation of signal amplitude and noise variance from MR data
    • J. Sijbers and A. J. den Dekker, "Maximum likelihood estimation of signal amplitude and noise variance from MR data," Magn. Reson. Med., vol. 51, no. 3, pp. 586-594, 2004.
    • (2004) Magn. Reson. Med , vol.51 , Issue.3 , pp. 586-594
    • Sijbers, J.1    den Dekker, A.J.2
  • 27
    • 34548798706 scopus 로고    scopus 로고
    • A non-local maximum-likelihood denoising algorithm
    • Mar
    • M. D. Sambora, "A non-local maximum-likelihood denoising algorithm," in IEEE Aerospace Conf., Mar. 2007, pp. 1-7.
    • (2007) IEEE Aerospace Conf , pp. 1-7
    • Sambora, M.D.1
  • 28
    • 59449088424 scopus 로고
    • S. Ross, Ed. New York: Collier Macmillan
    • A First Course in Probability, S. Ross, Ed. New York: Collier Macmillan, 1976.
    • (1976) A First Course in Probability
  • 29
    • 33645875326 scopus 로고    scopus 로고
    • Analytically exact correction scheme for signal extraction from noisy magnitude MR signals
    • C. G. Koay and P. J. Basser, "Analytically exact correction scheme for signal extraction from noisy magnitude MR signals," J. Magn. Reson., vol. 179, no. 2, pp. 317-322, 2006.
    • (2006) J. Magn. Reson , vol.179 , Issue.2 , pp. 317-322
    • Koay, C.G.1    Basser, P.J.2
  • 31
    • 29144467969 scopus 로고    scopus 로고
    • Fast image and video denoising via nonlocal means of similar neighborhoods
    • Dec
    • M. Mahmoudi and G. Sapiro, "Fast image and video denoising via nonlocal means of similar neighborhoods," IEEE Signal Process. Lett., vol. 12, no. 12, pp. 839-842, Dec. 2005.
    • (2005) IEEE Signal Process. Lett , vol.12 , Issue.12 , pp. 839-842
    • Mahmoudi, M.1    Sapiro, G.2
  • 32
    • 84883843392 scopus 로고    scopus 로고
    • P. Coupe, P. Yger, and C. Barillot, Fast non local means denoising for 3D MR images, Med. Image Comput. Computer-Assisted Intervention, 2, pp. 33-40, 2006.
    • P. Coupe, P. Yger, and C. Barillot, "Fast non local means denoising for 3D MR images," Med. Image Comput. Computer-Assisted Intervention, vol. 2, pp. 33-40, 2006.
  • 33
    • 42149154878 scopus 로고    scopus 로고
    • A robust and fast nonlocal means algorithm for image denoising
    • Y. Liu, J. Wang, X. Chen, Y. Guo, and Q. Peng, "A robust and fast nonlocal means algorithm for image denoising," J. Comput. Sci. Technol., vol. 23, no. 2, pp. 270-279, 2008.
    • (2008) J. Comput. Sci. Technol , vol.23 , Issue.2 , pp. 270-279
    • Liu, Y.1    Wang, J.2    Chen, X.3    Guo, Y.4    Peng, Q.5
  • 34
    • 59449095382 scopus 로고    scopus 로고
    • Available
    • [Online]. Available: http://www.bic.mni.m.cgill.ca/brainweb/
  • 35
    • 0000238336 scopus 로고
    • A simplex method for function minimization
    • J. A. Nelder and R. Mead, "A simplex method for function minimization," Comput. J., vol. 7, 1965.
    • (1965) Comput. J , vol.7
    • Nelder, J.A.1    Mead, R.2
  • 36
    • 33749396839 scopus 로고    scopus 로고
    • Digital, imaging with extreme zoom: System design and image restoration
    • Jan
    • Y. Yao, B. Abidi, and M. Abidi, "Digital, imaging with extreme zoom: System design and image restoration," in IEEE Int. Conf. Comput. Vis. Syst., Jan. 2006.
    • (2006) IEEE Int. Conf. Comput. Vis. Syst
    • Yao, Y.1    Abidi, B.2    Abidi, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.