메뉴 건너뛰기




Volumn 17, Issue 7, 2013, Pages 830-843

A computational diffusion MRI and parametric dictionary learning framework for modeling the diffusion signal and its features

Author keywords

Dictionary learning; Diffusion MRI; Ensemble average propagator; Orientation distribution function; Sparse reconstruction

Indexed keywords

DICTIONARY LEARNING; DIFFUSION MRIS; ENSEMBLE AVERAGES; ORIENTATION DISTRIBUTION FUNCTION; SPARSE RECONSTRUCTION;

EID: 84879889631     PISSN: 13618415     EISSN: 13618423     Source Type: Journal    
DOI: 10.1016/j.media.2013.04.011     Document Type: Article
Times cited : (25)

References (48)
  • 1
  • 2
    • 33750383209 scopus 로고    scopus 로고
    • K-svd: an algorithm for designing overcomplete dictionaries for sparse representation
    • Aharon M., Elad M., Bruckstein A. K-svd: an algorithm for designing overcomplete dictionaries for sparse representation. IEEE Transactions on Signal Processing 2006, 54:4311-4322.
    • (2006) IEEE Transactions on Signal Processing , vol.54 , pp. 4311-4322
    • Aharon, M.1    Elad, M.2    Bruckstein, A.3
  • 3
    • 34047192755 scopus 로고    scopus 로고
    • Maximum entropy spherical deconvolution for diffusion mri
    • Springer, Berlin Heidelberg, G. Christensen, M. Sonka (Eds.)
    • Alexander D. Maximum entropy spherical deconvolution for diffusion mri. Information Processing in Medical Imaging 2005, 76-87. Springer, Berlin Heidelberg. G. Christensen, M. Sonka (Eds.).
    • (2005) Information Processing in Medical Imaging , pp. 76-87
    • Alexander, D.1
  • 4
    • 27644461834 scopus 로고    scopus 로고
    • Measurements of fiber orientation distributions using high angular resolution diffusion imaging
    • Anderson A. Measurements of fiber orientation distributions using high angular resolution diffusion imaging. Magnetic Resonance in Medicine 2005, 54:1194-1206.
    • (2005) Magnetic Resonance in Medicine , vol.54 , pp. 1194-1206
    • Anderson, A.1
  • 5
    • 68849127191 scopus 로고    scopus 로고
    • Efficient and robust computation of pdf features from diffusion mr signal
    • Assemlal H., Tschumperle D., Brun L. Efficient and robust computation of pdf features from diffusion mr signal. Medical Image Analysis 2009, 13:715-729.
    • (2009) Medical Image Analysis , vol.13 , pp. 715-729
    • Assemlal, H.1    Tschumperle, D.2    Brun, L.3
  • 8
    • 85014561619 scopus 로고    scopus 로고
    • A fast iterative shrinkage-thresholding algorithm for linear inverse problems
    • Beck A., Teboulle M. A fast iterative shrinkage-thresholding algorithm for linear inverse problems. SIAM Journal on Imaging Sciences 2009, 2:183-202.
    • (2009) SIAM Journal on Imaging Sciences , vol.2 , pp. 183-202
    • Beck, A.1    Teboulle, M.2
  • 10
    • 84879884519 scopus 로고    scopus 로고
    • Optimal design of multiple Q-shells experiments for diffusion MRI. In: MICCAI Workshop on Computational Diffusion MRI - CDMRI'11, Toronto, Canada.
    • Caruyer, E., Cheng, J., Lenglet, C., Sapiro, G., Jiang, T., Deriche, R., 2011. Optimal design of multiple Q-shells experiments for diffusion MRI. In: MICCAI Workshop on Computational Diffusion MRI - CDMRI'11, Toronto, Canada.
    • (2011)
    • Caruyer, E.1    Cheng, J.2    Lenglet, C.3    Sapiro, G.4    Jiang, T.5    Deriche, R.6
  • 11
    • 84866073217 scopus 로고    scopus 로고
    • Diffusion MRI signal reconstruction with continuity constraint and optimal regularization
    • Caruyer E., Deriche R. Diffusion MRI signal reconstruction with continuity constraint and optimal regularization. Medical Image Analysis 2012, 16:1113-1120.
    • (2012) Medical Image Analysis , vol.16 , pp. 1113-1120
    • Caruyer, E.1    Deriche, R.2
  • 12
    • 84879883322 scopus 로고    scopus 로고
    • Theoretical analysis and practical insights on eap estimation via a unified hardi framework. In: MICCAI Workshop on Computational Diffusion MRI.
    • Cheng, J., Jiang, T., Deriche, R., 2011. Theoretical analysis and practical insights on eap estimation via a unified hardi framework. In: MICCAI Workshop on Computational Diffusion MRI.
    • (2011)
    • Cheng, J.1    Jiang, T.2    Deriche, R.3
  • 13
    • 34250263445 scopus 로고
    • Smoothing noisy data with spline functions
    • Craven P., Wahba G. Smoothing noisy data with spline functions. Numerische Mathematik 1985, 31:377-403.
    • (1985) Numerische Mathematik , vol.31 , pp. 377-403
    • Craven, P.1    Wahba, G.2
  • 14
    • 70249139069 scopus 로고    scopus 로고
    • Optimal real-time q-ball imaging using regularized Kalman filtering with incremental orientation sets
    • Deriche R., Calder J., Descoteaux M. Optimal real-time q-ball imaging using regularized Kalman filtering with incremental orientation sets. Medical Image Analysis 2009, 13:564-579.
    • (2009) Medical Image Analysis , vol.13 , pp. 564-579
    • Deriche, R.1    Calder, J.2    Descoteaux, M.3
  • 16
    • 59449086531 scopus 로고    scopus 로고
    • Deterministic and probabilistic tractography based on complex fibre orientation distributions
    • Descoteaux M., Deriche R., Knosche T., Anwander A. Deterministic and probabilistic tractography based on complex fibre orientation distributions. IEEE Transactions on Medical Imaging 2009, 28:269-286.
    • (2009) IEEE Transactions on Medical Imaging , vol.28 , pp. 269-286
    • Descoteaux, M.1    Deriche, R.2    Knosche, T.3    Anwander, A.4
  • 19
    • 84872903286 scopus 로고    scopus 로고
    • Sparse dsi: learning dsi structure for denoising and fast imaging
    • Gramfort, A., Cyril, P., Descoteaux, M., et al., 2012. Sparse dsi: learning dsi structure for denoising and fast imaging. In: MICCAI.
    • (2012) MICCAI
    • Gramfort, A.1    Cyril, P.2    Descoteaux, M..3
  • 20
    • 34447570648 scopus 로고    scopus 로고
    • A novel tensor distribution model for the diffusion-weighted mr signal
    • Jian B., Vemuri B., Özarslan E., Carney P., Mareci T. A novel tensor distribution model for the diffusion-weighted mr signal. NeuroImage 2007, 37:164-176.
    • (2007) NeuroImage , vol.37 , pp. 164-176
    • Jian, B.1    Vemuri, B.2    Özarslan, E.3    Carney, P.4    Mareci, T.5
  • 21
    • 67651001569 scopus 로고    scopus 로고
    • Elsevier/Academic Press, Amsterdam, Boston. Nlmcopyc, H. Johansen-Berg, T.E.J. Behrens (Eds.)
    • Diffusion MRI: from quantitative measurement to in-vivo neuroanatomy 2009, Elsevier/Academic Press, Amsterdam, Boston. Nlmcopyc. H. Johansen-Berg, T.E.J. Behrens (Eds.).
    • (2009) Diffusion MRI: from quantitative measurement to in-vivo neuroanatomy
  • 22
    • 0032835247 scopus 로고    scopus 로고
    • Optimal strategies for measuring diffusion in anisotropic systems by magnetic resonance imaging
    • Jones D., Horsfield M., Simmons A. Optimal strategies for measuring diffusion in anisotropic systems by magnetic resonance imaging. Magnetic Resonance in Medicine 1999, 42:515-525.
    • (1999) Magnetic Resonance in Medicine , vol.42 , pp. 515-525
    • Jones, D.1    Horsfield, M.2    Simmons, A.3
  • 23
    • 0022969218 scopus 로고
    • Mr imaging of intravoxel incoherent motions: application to diffusion and perfusion in neurologic disorders
    • Le Bihan D., Breton E., Lallemand D., Grenier P., Cabanis E., Laval-Jeantet M., et al. Mr imaging of intravoxel incoherent motions: application to diffusion and perfusion in neurologic disorders. Radiology 1986, 161:401.
    • (1986) Radiology , vol.161 , pp. 401
    • Le Bihan, D.1    Breton, E.2    Lallemand, D.3    Grenier, P.4    Cabanis, E.5    Laval-Jeantet, M.6
  • 25
    • 80053496774 scopus 로고    scopus 로고
    • Impact of radial and angular sampling on multiple shells acquisition in diffusion mri
    • Springer
    • Merlet S., Caruyer E., Deriche R. Impact of radial and angular sampling on multiple shells acquisition in diffusion mri. MICCAI 2011, 113-121. Springer.
    • (2011) MICCAI , pp. 113-121
    • Merlet, S.1    Caruyer, E.2    Deriche, R.3
  • 27
    • 84879879925 scopus 로고    scopus 로고
    • Parametric dictionary learning in diffusion mri. In: HARDI Contest, ISBI - International Symposium on Biomedical Imaging, Alessandro Daducci and Jean-Philippe Thiran and Yves Wiaux, Barcelona, Spain.
    • Merlet, S., Caruyer, E., Ghosh, A., Deriche, R., 2012b. Parametric dictionary learning in diffusion mri. In: HARDI Contest, ISBI - International Symposium on Biomedical Imaging, Alessandro Daducci and Jean-Philippe Thiran and Yves Wiaux, Barcelona, Spain.
    • (2012)
    • Merlet, S.1    Caruyer, E.2    Ghosh, A.3    Deriche, R.4
  • 28
    • 84879887713 scopus 로고    scopus 로고
    • Diffusion and multiple orientations from 1.5 mr systems with limited gradient tables
    • Melbourne, Australie
    • Merlet, S., Deriche, Rachid, D., Whittingstall, K., Descoteaux, M., 2012c. Diffusion and multiple orientations from 1.5 mr systems with limited gradient tables. In: ISMRM 20th Annual Meeting (2012), Melbourne, Australie, p. 1922.
    • (2012) ISMRM 20th Annual Meeting (2012) , pp. 1922
    • Merlet, S.1    Deriche2    Rachid, D.3    Whittingstall, K.4    Descoteaux, M.5
  • 29
    • 84879885501 scopus 로고    scopus 로고
    • Compressed sensing for accelerated eap recovery in diffusion mri. In: Proceedings Computational Diffusion MRI - MICCAI Workshop.
    • Merlet, S., Deriche, R., 2010. Compressed sensing for accelerated eap recovery in diffusion mri. In: Proceedings Computational Diffusion MRI - MICCAI Workshop.
    • (2010)
    • Merlet, S.1    Deriche, R.2
  • 30
    • 84876713856 scopus 로고    scopus 로고
    • Continuous diffusion signal, EAP and ODF estimation via Compressive Sensing in diffusion MRI
    • Merlet S.L., Deriche R. Continuous diffusion signal, EAP and ODF estimation via Compressive Sensing in diffusion MRI. Medical Image Analysis 2013, 17(5):556-572.
    • (2013) Medical Image Analysis , vol.17 , Issue.5 , pp. 556-572
    • Merlet, S.L.1    Deriche, R.2
  • 31
    • 84879879580 scopus 로고    scopus 로고
    • Ensemble average propagator reconstruction via compressed sensing: Discrete or continuous bases?
    • Australie
    • Merlet, S., Paquette, M., Deriche, R., Descoteaux, M., 2012d. Ensemble average propagator reconstruction via compressed sensing: Discrete or continuous bases? In: ISMRM 20th Annual Meeting (2012), Australie, p. 2277.
    • (2012) ISMRM 20th Annual Meeting (2012) , pp. 2277
    • Merlet, S.1    Paquette, M.2    Deriche, R.3    Descoteaux, M.4
  • 32
    • 76849083394 scopus 로고    scopus 로고
    • On approximation of orientation distributions by means of spherical ridgelets
    • Michailovich O., Rathi Y. On approximation of orientation distributions by means of spherical ridgelets. IEEE Transactions on Image Processing 2010, 19:461-477.
    • (2010) IEEE Transactions on Image Processing , vol.19 , pp. 461-477
    • Michailovich, O.1    Rathi, Y.2
  • 33
    • 79955634173 scopus 로고    scopus 로고
    • Spatially regularized compressed sensing for high angular resolution diffusion imaging
    • Michailovich O., Rathi Y., Dolui S. Spatially regularized compressed sensing for high angular resolution diffusion imaging. IEEE Transactions on Medical Imaging 2011, 30:1100-1115.
    • (2011) IEEE Transactions on Medical Imaging , vol.30 , pp. 1100-1115
    • Michailovich, O.1    Rathi, Y.2    Dolui, S.3
  • 38
    • 33646376290 scopus 로고
    • Spin diffusion measurements: spin echoes in the presence of a time-dependent field gradient
    • Stejskal E., Tanner J. Spin diffusion measurements: spin echoes in the presence of a time-dependent field gradient. Journal of Chemical Physics 1965, 42:288-292.
    • (1965) Journal of Chemical Physics , vol.42 , pp. 288-292
    • Stejskal, E.1    Tanner, J.2
  • 40
    • 34147121196 scopus 로고    scopus 로고
    • Robust determination of the fibre orientation distribution in diffusion mri: non-negativity constrained super-resolved spherical deconvolution
    • Tournier J.D., Calamante F., Connelly A. Robust determination of the fibre orientation distribution in diffusion mri: non-negativity constrained super-resolved spherical deconvolution. NeuroImage 2007, 35:1459-1472.
    • (2007) NeuroImage , vol.35 , pp. 1459-1472
    • Tournier, J.D.1    Calamante, F.2    Connelly, A.3
  • 41
    • 47949112827 scopus 로고    scopus 로고
    • Resolving crossing fibres using constrained spherical deconvolution: validation using diffusion-weighted imaging phantom data
    • Tournier J.D., Yeh C.H., Calamante F., Cho K.H., Connelly A., Lin C.P. Resolving crossing fibres using constrained spherical deconvolution: validation using diffusion-weighted imaging phantom data. NeuroImage 2008, 42:617-625.
    • (2008) NeuroImage , vol.42 , pp. 617-625
    • Tournier, J.D.1    Yeh, C.H.2    Calamante, F.3    Cho, K.H.4    Connelly, A.5    Lin, C.P.6
  • 43
    • 67349243811 scopus 로고    scopus 로고
    • Estimation of fiber orientation probability density functions in high angular resolution diffusion imaging
    • Tristan-Vega A., Westin S., Aja-Fernandez S. Estimation of fiber orientation probability density functions in high angular resolution diffusion imaging. NeuroImage 2009, 47:638-650.
    • (2009) NeuroImage , vol.47 , pp. 638-650
    • Tristan-Vega, A.1    Westin, S.2    Aja-Fernandez, S.3
  • 45
    • 77949694214 scopus 로고    scopus 로고
    • Compressed sensing with cross validation
    • Ward R. Compressed sensing with cross validation. IEEE Transactions on Information Theory 2009, 55:5773-5782.
    • (2009) IEEE Transactions on Information Theory , vol.55 , pp. 5773-5782
    • Ward, R.1
  • 46
    • 28444477694 scopus 로고    scopus 로고
    • Mapping complex tissue architecture with diffusion spectrum magnetic resonance imaging
    • Wedeen V., Hagmann P., Tseng W., Reese T., Weisskoff R. Mapping complex tissue architecture with diffusion spectrum magnetic resonance imaging. Magnetic Resonance in Medicine 2005, 54:1377-1386.
    • (2005) Magnetic Resonance in Medicine , vol.54 , pp. 1377-1386
    • Wedeen, V.1    Hagmann, P.2    Tseng, W.3    Reese, T.4    Weisskoff, R.5
  • 48
    • 84861332834 scopus 로고    scopus 로고
    • Noddi: practical in vivo neurite orientation dispersion and density imaging of the human brain
    • Zhang H., Schneider T., Wheeler-Kingshott C.A., Alexander D.C. Noddi: practical in vivo neurite orientation dispersion and density imaging of the human brain. NeuroImage 2012, 61:1000-1016.
    • (2012) NeuroImage , vol.61 , pp. 1000-1016
    • Zhang, H.1    Schneider, T.2    Wheeler-Kingshott, C.A.3    Alexander, D.C.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.