A fast and rigorous anisotropic smoothing method for DT-MRI

被引:0
|
作者
Castano-Moraga, C. A. [1 ,2 ]
Lenglet, C. [3 ]
Deriche, R. [3 ]
Ruiz-Alzola, J. [1 ]
机构
[1] Univ Las Palmas Gran Canaria, Dept Senales & Comunicac, Ctr Tecnol Med, Campus Tafira S-N, Las Palmas Gran Canaria 35017, Spain
[2] Univ Las Palmas Gran Canaria, Dept Informat Syst, Campus Tafira S-N, Las Palmas Gran Canaria 35017, Spain
[3] Project Odyssee, INRIA, E-06902 Sophia Antipolis, France
关键词
D O I
暂无
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
Tensors are nowadays an increasing research domain in different areas, especially in image processing, motivated for example by DT-MRI (Diffusion Tensor Magnetic Resonance Imaging). In this paper, we exploit the theoretically well-founded differential geometrical properties of the space of multivariate normal distributions, where it is possible to define a Riemannian metric and express statistics on the manifold of symmetric positive definite matrices. We focus on the contributions of these tools to the anisotropic filtering and regularization of tensor fields. We present promising results on synthetic and real DT-MRI data.
引用
收藏
页码:93 / +
页数:2
相关论文
共 50 条
  • [31] Variational frameworks for DT-MRI estimation, regularization and visualization
    Tschumperlé, D
    Deriche, R
    NINTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS I AND II, PROCEEDINGS, 2003, : 116 - 121
  • [32] DT-MRI regularization using 3D nonlinear gradient vector flow anisotropic diffusion
    Kim, TS
    Kim, S
    Hwang, D
    Singh, M
    PROCEEDINGS OF THE 26TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7, 2004, 26 : 1880 - 1883
  • [33] In vivo fiber tractography using DT-MRI data
    Basser, PJ
    Pajevic, S
    Pierpaoli, C
    Duda, J
    Aldroubi, A
    MAGNETIC RESONANCE IN MEDICINE, 2000, 44 (04) : 625 - 632
  • [34] Interpolation of vector fields from human cardiac DT-MRI
    Yang, F.
    Zhu, Y. M.
    Rapacchi, S.
    Luo, J. H.
    Robini, M.
    Croisille, P.
    PHYSICS IN MEDICINE AND BIOLOGY, 2011, 56 (05): : 1415 - 1430
  • [35] Visualizing the brain structure with a DT-MRI minimum spanning tree
    Graduate School of Information Science and Technology, University of Tokyo, Japan
    CEUR Workshop Proc., (42-52):
  • [36] The occipitofrontal fascicle in humans: A quantitative, in vivo, DT-MRI study
    Makris, Nikos
    Papadimitriou, George M.
    Sorg, Scott
    Kennedy, David N.
    Caviness, Verne S.
    Pandya, Deepak N.
    NEUROIMAGE, 2007, 37 (04) : 1100 - 1111
  • [37] DT-MRI White Matter Fiber Tractography with Global Constraints
    Wu, Xi
    Bi, Wuzhong
    Zhu, Jingyu
    Zhu, Tong
    2009 3RD INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING, VOLS 1-11, 2009, : 1852 - +
  • [38] Findings in Schizophrenia by Tract-Oriented DT-MRI Analysis
    Maddah, Mahnaz
    Kubicki, Marek
    Wells, William M.
    Westin, Carl-Fredrik
    Shenton, Martha E.
    Grimson, W. Eric L.
    MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2008, PT I, PROCEEDINGS, 2008, 5241 : 917 - +
  • [39] Simulated dataset for verification & validation of DT-MRI analyzing tools
    Goksel, Dilek
    Ozkan, Mehined
    2006 28TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-15, 2006, : 4339 - +
  • [40] Quantitative DT-MRI analysis of the human superior longitudinal fascicle
    Makris, N
    Kennedy, DN
    McInerney, SC
    Caviness, VS
    Pandya, DN
    FASEB JOURNAL, 2003, 17 (05): : A784 - A784