Literature DB >> 22890050

Symmetric positive semi-definite Cartesian Tensor fiber orientation distributions (CT-FOD).

Yonas T Weldeselassie1, Angelos Barmpoutis, M Stella Atkins.   

Abstract

A novel method for estimating a field of fiber orientation distribution (FOD) based on signal de-convolution from a given set of diffusion weighted magnetic resonance (DW-MR) images is presented. We model the FOD by higher order Cartesian tensor basis using a parametrization that explicitly enforces the positive semi-definite property to the computed FOD. The computed Cartesian tensors, dubbed Cartesian Tensor-FOD (CT-FOD), are symmetric positive semi-definite tensors whose coefficients can be efficiently estimated by solving a linear system with non-negative constraints. Next, we show how to use our method for converting higher-order diffusion tensors to CT-FODs, which is an essential task since the maxima of higher-order tensors do not correspond to the underlying fiber orientations. Finally, we propose a diffusion anisotropy index computed directly from CT-FODs using higher order tensor distance measures thus consolidating the whole analysis pipeline of diffusion imaging solely using CT-FODs. We evaluate our method qualitatively and quantitatively using simulated DW-MR images, phantom images, and human brain real dataset. The results conclusively demonstrate the superiority of the proposed technique over several existing multi-fiber reconstruction methods.
Copyright © 2012 Elsevier B.V. All rights reserved.

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Year:  2012        PMID: 22890050     DOI: 10.1016/j.media.2012.07.002

Source DB:  PubMed          Journal:  Med Image Anal        ISSN: 1361-8415            Impact factor:   8.545


  4 in total

1.  Versatile, robust, and efficient tractography with constrained higher-order tensor fODFs.

Authors:  Michael Ankele; Lek-Heng Lim; Samuel Groeschel; Thomas Schultz
Journal:  Int J Comput Assist Radiol Surg       Date:  2017-04-29       Impact factor: 2.924

2.  A PRELIMINARY STUDY ON THE EFFECT OF MOTION CORRECTION ON HARDI RECONSTRUCTION.

Authors:  Shireen Elhabian; Yaniv Gur; Clement Vachet; Joseph Piven; Martin Styner; Ilana Leppert; G Bruce Pike; Guido Gerig
Journal:  Proc IEEE Int Symp Biomed Imaging       Date:  2014-04

3.  Non-Negative Spherical Deconvolution (NNSD) for estimation of fiber Orientation Distribution Function in single-/multi-shell diffusion MRI.

Authors:  Jian Cheng; Rachid Deriche; Tianzi Jiang; Dinggang Shen; Pew-Thian Yap
Journal:  Neuroimage       Date:  2014-08-07       Impact factor: 6.556

4.  Crossing fibers detection with an analytical high order tensor decomposition.

Authors:  T Megherbi; M Kachouane; F Oulebsir-Boumghar; R Deriche
Journal:  Comput Math Methods Med       Date:  2014-08-27       Impact factor: 2.238

  4 in total

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