메뉴 건너뛰기




Volumn 19, Issue 1, 2015, Pages 75-86

Denoising of 3D magnetic resonance images by using higher-order singular value decomposition

Author keywords

Higher order singular value decomposition; MR; Nonlocal methods; Sparseness; Volume data denoising

Indexed keywords

HIGHER ORDER SINGULAR VALUE DECOMPOSITION; MR; NONLOCAL METHODS; SPARSENESS; VOLUME DATA;

EID: 84908299126     PISSN: 13618415     EISSN: 13618423     Source Type: Journal    
DOI: 10.1016/j.media.2014.08.004     Document Type: Article
Times cited : (96)

References (49)
  • 2
    • 0033933649 scopus 로고    scopus 로고
    • Voxel-based morphometry - the methods
    • Ashburner J., Friston K.J. Voxel-based morphometry - the methods. Neuroimage 2000, 11:805-821.
    • (2000) Neuroimage , vol.11 , pp. 805-821
    • Ashburner, J.1    Friston, K.J.2
  • 3
    • 33645653318 scopus 로고    scopus 로고
    • A review of image denoising algorithms, with a new one
    • Buades A., Coll B., Morel J. A review of image denoising algorithms, with a new one. Multiscale Model. Simul. 2005, 4:490-530.
    • (2005) Multiscale Model. Simul. , vol.4 , pp. 490-530
    • Buades, A.1    Coll, B.2    Morel, J.3
  • 4
    • 67649872330 scopus 로고    scopus 로고
    • Clustering-based denoising with locally learned dictionaries
    • Chatterjee P., Milanfar P. Clustering-based denoising with locally learned dictionaries. IEEE Trans. Image Process. 2009, 18:1438-1451.
    • (2009) IEEE Trans. Image Process. , vol.18 , pp. 1438-1451
    • Chatterjee, P.1    Milanfar, P.2
  • 6
    • 0030726766 scopus 로고    scopus 로고
    • Signal-to-noise measurements in magnitude images from NMR phased arrays
    • Constantinides C.D., Atalar E., McVeigh E.R. Signal-to-noise measurements in magnitude images from NMR phased arrays. Magn. Reson. Med. 1997, 38:852-857.
    • (1997) Magn. Reson. Med. , vol.38 , pp. 852-857
    • Constantinides, C.D.1    Atalar, E.2    McVeigh, E.R.3
  • 8
    • 34547760736 scopus 로고    scopus 로고
    • Image denoising by sparse 3-D transform-domain collaborative filtering
    • Dabov K., Foi A., Katkovnik V., Egiazarian K. Image denoising by sparse 3-D transform-domain collaborative filtering. IEEE Trans. Image Process. 2007, 16:2080-2095.
    • (2007) IEEE Trans. Image Process. , vol.16 , pp. 2080-2095
    • Dabov, K.1    Foi, A.2    Katkovnik, V.3    Egiazarian, K.4
  • 10
    • 84872300081 scopus 로고    scopus 로고
    • Nonlocal image restoration with bilateral variance estimation: a low-rank approach
    • Dong W., Shi G., Li X. Nonlocal image restoration with bilateral variance estimation: a low-rank approach. IEEE Trans. Image Process. 2013, 22:700-711.
    • (2013) IEEE Trans. Image Process. , vol.22 , pp. 700-711
    • Dong, W.1    Shi, G.2    Li, X.3
  • 11
    • 0041958932 scopus 로고
    • Ideal spatial adaptation by wavelet shrinkage
    • Donoho D.L., Johnstone J.M. Ideal spatial adaptation by wavelet shrinkage. Biometrika 1994, 81:425-455.
    • (1994) Biometrika , vol.81 , pp. 425-455
    • Donoho, D.L.1    Johnstone, J.M.2
  • 12
    • 33751379736 scopus 로고    scopus 로고
    • Image denoising via sparse and redundant representations over learned dictionaries
    • Elad M., Aharon M. Image denoising via sparse and redundant representations over learned dictionaries. IEEE Trans. Image Process. 2006, 15:3736-3745.
    • (2006) IEEE Trans. Image Process. , vol.15 , pp. 3736-3745
    • Elad, M.1    Aharon, M.2
  • 16
    • 36749034793 scopus 로고    scopus 로고
    • Weighted averaging for denoising with overcomplete dictionaries
    • Guleryuz O.G. Weighted averaging for denoising with overcomplete dictionaries. IEEE Trans. Image Process. 2007, 16:3020-3034.
    • (2007) IEEE Trans. Image Process. , vol.16 , pp. 3020-3034
    • Guleryuz, O.G.1
  • 17
    • 59449092337 scopus 로고    scopus 로고
    • A nonlocal maximum likelihood estimation method for Rician noise reduction in MR images
    • He L., Greenshields I.R. A nonlocal maximum likelihood estimation method for Rician noise reduction in MR images. IEEE Trans. Med. Imaging 2009, 28:165-172.
    • (2009) IEEE Trans. Med. Imaging , vol.28 , pp. 165-172
    • He, L.1    Greenshields, I.R.2
  • 19
    • 33645875326 scopus 로고    scopus 로고
    • Analytically exact correction scheme for signal extraction from noisy magnitude MR signals
    • Koay C.G., Basser P.J. Analytically exact correction scheme for signal extraction from noisy magnitude MR signals. J. Magn. Reson. 2006, 179:317-322.
    • (2006) J. Magn. Reson. , vol.179 , pp. 317-322
    • Koay, C.G.1    Basser, P.J.2
  • 20
    • 70349604349 scopus 로고    scopus 로고
    • Noise-driven anisotropic diffusion filtering of MRI
    • Krissian K., Aja-Fernandez S. Noise-driven anisotropic diffusion filtering of MRI. IEEE Trans. Image Process. 2009, 18:2265-2274.
    • (2009) IEEE Trans. Image Process. , vol.18 , pp. 2265-2274
    • Krissian, K.1    Aja-Fernandez, S.2
  • 21
    • 0033233097 scopus 로고    scopus 로고
    • MRI simulation-based evaluation of image-processing and classification methods
    • Kwan R.K., Evans A.C., Pike G.B. MRI simulation-based evaluation of image-processing and classification methods. IEEE Trans. Med. Imaging 1999, 18:1085-1097.
    • (1999) IEEE Trans. Med. Imaging , vol.18 , pp. 1085-1097
    • Kwan, R.K.1    Evans, A.C.2    Pike, G.B.3
  • 23
    • 79954612753 scopus 로고    scopus 로고
    • Sensitivity encoding reconstruction with nonlocal total variation regularization
    • Liang D., Wang H., Chang Y., Ying L. Sensitivity encoding reconstruction with nonlocal total variation regularization. Magn. Reson. Med. 2011, 65:1384-1392.
    • (2011) Magn. Reson. Med. , vol.65 , pp. 1384-1392
    • Liang, D.1    Wang, H.2    Chang, Y.3    Ying, L.4
  • 24
    • 0028667343 scopus 로고
    • On Gabor contribution to image enhancement
    • Lindenbaum M., Fischer M.A.B. On Gabor contribution to image enhancement. Pattern Recogn. 1994, 27:1-8.
    • (1994) Pattern Recogn. , vol.27 , pp. 1-8
    • Lindenbaum, M.1    Fischer, M.A.B.2
  • 25
    • 84871645534 scopus 로고    scopus 로고
    • Nonlocal transform-domain filter for volumetric data denoising and reconstruction
    • Maggioni M., Katkovnik V., Egiazarian K., Foi A. Nonlocal transform-domain filter for volumetric data denoising and reconstruction. IEEE Trans. Image Process. 2013, 22:119-133.
    • (2013) IEEE Trans. Image Process. , vol.22 , pp. 119-133
    • Maggioni, M.1    Katkovnik, V.2    Egiazarian, K.3    Foi, A.4
  • 30
    • 34548409688 scopus 로고    scopus 로고
    • Open Access Series of Imaging Studies (OASIS): cross-sectional MRI data in young, middle aged, nondemented, and demented older adults
    • Marcus D.S., Wang T.H., Parker J., Csernansky J.G., Morris J.C., Buckner R.L. Open Access Series of Imaging Studies (OASIS): cross-sectional MRI data in young, middle aged, nondemented, and demented older adults. J. Cogn. Neurosci. 2007, 19:1498-1507.
    • (2007) J. Cogn. Neurosci. , vol.19 , pp. 1498-1507
    • Marcus, D.S.1    Wang, T.H.2    Parker, J.3    Csernansky, J.G.4    Morris, J.C.5    Buckner, R.L.6
  • 31
    • 84856229439 scopus 로고    scopus 로고
    • Spatially variable Rician noise in magnetic resonance imaging
    • Maximov I.I., Farrher E., Grinberg F., Shah N.J. Spatially variable Rician noise in magnetic resonance imaging. Med. Image Anal. 2012, 16:536-548.
    • (2012) Med. Image Anal. , vol.16 , pp. 536-548
    • Maximov, I.I.1    Farrher, E.2    Grinberg, F.3    Shah, N.J.4
  • 33
    • 0033322132 scopus 로고    scopus 로고
    • Wavelet-based Rician noise removal for magnetic resonance imaging
    • Nowak R.D. Wavelet-based Rician noise removal for magnetic resonance imaging. IEEE Trans. Image Process. 1999, 8:1408-1419.
    • (1999) IEEE Trans. Image Process. , vol.8 , pp. 1408-1419
    • Nowak, R.D.1
  • 34
    • 19844370110 scopus 로고    scopus 로고
    • An iterative regularization method for total variation-based image restoration
    • Osher S., Burger M., Goldfarb D., Xu J., Yin W. An iterative regularization method for total variation-based image restoration. Multiscale Model. Simul. 2005, 4:460-489.
    • (2005) Multiscale Model. Simul. , vol.4 , pp. 460-489
    • Osher, S.1    Burger, M.2    Goldfarb, D.3    Xu, J.4    Yin, W.5
  • 35
    • 0025465145 scopus 로고
    • Scale-space and edge detection using anisotropic diffusion
    • Perona P., Malik J. Scale-space and edge detection using anisotropic diffusion. IEEE Trans. Pattern Anal. Mach. Intell. 1990, 12:629-639.
    • (1990) IEEE Trans. Pattern Anal. Mach. Intell. , vol.12 , pp. 629-639
    • Perona, P.1    Malik, J.2
  • 37
    • 79961089538 scopus 로고    scopus 로고
    • Maximum likelihood estimation-based denoising of magnetic resonance images using restricted local neighborhoods
    • Rajan J., Jeurissen B., Verhoye M., Van Audekerke J., Sijbers J. Maximum likelihood estimation-based denoising of magnetic resonance images using restricted local neighborhoods. Phys. Med. Biol. 2011, 56:5221-5234.
    • (2011) Phys. Med. Biol. , vol.56 , pp. 5221-5234
    • Rajan, J.1    Jeurissen, B.2    Verhoye, M.3    Van Audekerke, J.4    Sijbers, J.5
  • 38
  • 40
    • 53549094426 scopus 로고    scopus 로고
    • Comprehensive quantification of signal-to-noise ratio and g-factor for image-based and k-space-based parallel imaging reconstructions
    • Robson P.M., Grant A.K., Madhuranthakam A.J., Lattanzi R., Sodickson D.K., McKenzie C.A. Comprehensive quantification of signal-to-noise ratio and g-factor for image-based and k-space-based parallel imaging reconstructions. Magn. Reson. Med. 2008, 60:895-907.
    • (2008) Magn. Reson. Med. , vol.60 , pp. 895-907
    • Robson, P.M.1    Grant, A.K.2    Madhuranthakam, A.J.3    Lattanzi, R.4    Sodickson, D.K.5    McKenzie, C.A.6
  • 41
    • 44049111982 scopus 로고
    • Nonlinear total variation based noise removal algorithms
    • Rudin L.I., Osher S., Fatemi E. Nonlinear total variation based noise removal algorithms. Phys. D: Nonlinear Phenom. 1992, 60:259-268.
    • (1992) Phys. D: Nonlinear Phenom. , vol.60 , pp. 259-268
    • Rudin, L.I.1    Osher, S.2    Fatemi, E.3
  • 42
    • 4744371607 scopus 로고    scopus 로고
    • Noise-adaptive nonlinear diffusion filtering of MR images with spatially varying noise levels
    • Samsonov A.A., Johnson C.R. Noise-adaptive nonlinear diffusion filtering of MR images with spatially varying noise levels. Magn. Reson. Med. 2004, 52:798-806.
    • (2004) Magn. Reson. Med. , vol.52 , pp. 798-806
    • Samsonov, A.A.1    Johnson, C.R.2
  • 43
    • 1542346904 scopus 로고    scopus 로고
    • Maximum likelihood estimation of signal amplitude and noise variance from MR data
    • Sijbers J., den Dekker A.J. Maximum likelihood estimation of signal amplitude and noise variance from MR data. Magn. Reson. Med. 2004, 51:586-594.
    • (2004) Magn. Reson. Med. , vol.51 , pp. 586-594
    • Sijbers, J.1    den Dekker, A.J.2
  • 44
    • 0000169918 scopus 로고
    • Estimation of the mean of a multivariate normal distribution
    • Stein C.M. Estimation of the mean of a multivariate normal distribution. Ann. Stat. 1981, 1135-1151.
    • (1981) Ann. Stat. , pp. 1135-1151
    • Stein, C.M.1
  • 47
    • 33750621209 scopus 로고    scopus 로고
    • Denoising of complex MRI data by wavelet-domain filtering: application to high-b-value diffusion-weighted imaging
    • Wirestam R., Bibic A., Latt J., Brockstedt S., Stahlberg F. Denoising of complex MRI data by wavelet-domain filtering: application to high-b-value diffusion-weighted imaging. Magn. Reson. Med. 2006, 56:1114-1120.
    • (2006) Magn. Reson. Med. , vol.56 , pp. 1114-1120
    • Wirestam, R.1    Bibic, A.2    Latt, J.3    Brockstedt, S.4    Stahlberg, F.5
  • 48
    • 0033062659 scopus 로고    scopus 로고
    • Wavelet packet denoising of magnetic resonance images: importance of Rician noise at low SNR
    • Wood J.C., Johnson K.M. Wavelet packet denoising of magnetic resonance images: importance of Rician noise at low SNR. Magn. Reson. Med. 1999, 41:631-635.
    • (1999) Magn. Reson. Med. , vol.41 , pp. 631-635
    • Wood, J.C.1    Johnson, K.M.2
  • 49
    • 78649236394 scopus 로고    scopus 로고
    • Automatic parameter selection for denoising algorithms using a no-reference measure of image content
    • Zhu X., Milanfar P. Automatic parameter selection for denoising algorithms using a no-reference measure of image content. Ieee Trans Image Process 2010, 19:3116-3132.
    • (2010) Ieee Trans Image Process , vol.19 , pp. 3116-3132
    • Zhu, X.1    Milanfar, P.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.