Cosine series representation of 3D curves and its application to white matter fiber bundles in diffusion tensor imaging

被引:0
|
作者
Chung, Moo K. [1 ,2 ]
Adluru, Nagesh
Lee, Jee Eun
Lazar, Mariana [3 ]
Lainhart, Janet E. [4 ]
Alexander, Andrew L.
机构
[1] Univ Wisconsin, Dept Biostat & Med Informat, Waisman Lab Brain Imaging & Behav, Madison, WI 53706 USA
[2] Seoul Natl Univ, Seoul 151, South Korea
[3] NYU, Sch Med, Ctr Biomed Imaging, New York, NY 10003 USA
[4] Univ Utah, Dept Psychiat, Salt Lake City, UT USA
关键词
Cosine series representation; Curve registration; Curve modeling; Fourier descriptor; Diffusion tensor imaging; White matter tracts; REGISTRATION; SURFACE; AUTISM; SHAPE;
D O I
暂无
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We present a novel cosine series representation for encoding fiber bundles consisting of multiple 3D curves. The coordinates of curves are parameterized as coefficients of cosine series expansion. We address the issue of registration, averaging and statistical inference on curves in a unified Hilbert space framework. Unlike traditional splines, the proposed method does not have internal knots and explicitly represents curves as a linear combination of cosine basis. This simplicity in the representation enables us to design statistical models, register curves and perform subsequent analysis in a more unified statistical framework than splines. The proposed representation is applied in characterizing abnormal shape of white matter fiber tracts passing through the spleniurn of the corpus callosum in autistic subjects. For an arbitrary tract, a 19 degree expansion is usually found to be sufficient to reconstruct the tract with 60 parameters.
引用
收藏
页码:69 / 80
页数:12
相关论文
共 50 条
  • [31] A 3D high resolution ex vivo white matter atlas of the common squirrel monkey (Saimiri sciureus) based on diffusion tensor imaging
    Gao, Yurui
    Parvathaneni, Prasanna
    Schilling, Kurt G.
    Wang, Feng
    Stepniewska, Iwona
    Xu, Zhoubing
    Choe, Ann S.
    Ding, Zhaohua
    Gore, John C.
    Chen, Li Min
    Landman, Bennett A.
    Anderson, Adam W.
    MEDICAL IMAGING 2016: IMAGE PROCESSING, 2016, 9784
  • [32] Application of diffusion tensor imaging in Alzheimer’s disease: quantification of white matter microstructural changes
    Shereen Magdy Abdel Malak Esrael
    Ahmed Mostafa Mohamed Hamed
    Eman M. Khedr
    Radwa Kamel Soliman
    Egyptian Journal of Radiology and Nuclear Medicine, 52
  • [33] Application of diffusion tensor imaging in Alzheimer's disease: quantification of white matter microstructural changes
    Esrael, Shereen Magdy Abdel Malak
    Hamed, Ahmed Mostafa Mohamed
    Khedr, Eman M.
    Soliman, Radwa Kamel
    EGYPTIAN JOURNAL OF RADIOLOGY AND NUCLEAR MEDICINE, 2021, 52 (01):
  • [34] Asynchrony of the early maturation of white matter bundles in healthy infants: Quantitative landmarks revealed noninvasively by diffusion tensor imaging
    Dubois, Jessica
    Dehaene-Lambertz, Ghislaine
    Perrin, Muriel
    Mangin, Jean-Francois
    Cointepas, Yann
    Duchesnay, Edouard
    Le Bihan, Denis
    Hertz-Pannier, Lucie
    HUMAN BRAIN MAPPING, 2008, 29 (01) : 14 - 27
  • [35] Assessment of white matter fiber tracts around brain tumors with diffusion-weighted tensor imaging
    Mamata, H
    Mamata, Y
    Kikinis, R
    Jolesz, FA
    Maler, SE
    RADIOLOGY, 2000, 217 : 476 - 476
  • [36] Use of diffusion tensor imaging to study discrete white matter fiber tract maturation after birth
    Vajapeyam, S
    Mulkern, RV
    Wolraich, D
    Robertson, R
    Maier, S
    Fischer, C
    Als, H
    Rivkin, MJ
    ANNALS OF NEUROLOGY, 2001, 50 (03) : S98 - S98
  • [37] Comparison of brain white matter fiber orientation measurements based on diffusion tensor imaging and light microscopy
    Anderson, Adam W.
    Choe, Ann S.
    Stepniewska, Iwona
    Colvin, Daniel C.
    2006 28TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-15, 2006, : 6296 - +
  • [38] White matter fiber tracking method by vector interpolation with diffusion tensor Imaging data in human brain
    Zhao, Xin
    Wang, Mingshi
    Gao, Wei
    Liu, Haiying
    2005 27TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7, 2005, : 5786 - 5789
  • [39] Diffusion tensor imaging of cerebral white matter: A pictorial review of physics, fiber tract anatomy, and tumor imaging patterns
    Jellison, BJ
    Field, AS
    Medow, J
    Lazar, M
    Salamat, MS
    Alexander, AL
    AMERICAN JOURNAL OF NEURORADIOLOGY, 2004, 25 (03) : 356 - 369
  • [40] A 3D Model-Based Simulation of Demyelination to Understand its Effects on Diffusion Tensor Imaging
    Salan, Teddy
    Jacobs, Eddie L.
    Reddick, Wilburn E.
    2017 39TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2017, : 3525 - 3528