Literature DB >> 25383160

ROTATIONAL GRADIENT FIELD FOR INTERPOLATION OF FIBER ORIENTATION DISTRIBUTION IN CONNECTIVITY ANALYSIS.

Junning Li1, Yonggang Shi1, Arthur W Toga1.   

Abstract

Advances in diffusion weighted MR imaging have made it possible to non-invasively study the structral connectivity of human brains at high resolution. To model crossing fibers in white matter, a popular choice is the reconstruction of fiber orientation distributions (FODs) from diffusion data. For this sophiscated image representation of brain connectivity, classical image operations such as differentiation and interpolation must be redefined. In this paper, we introduce rotational gradient fields (RGF) as the spatial differential of FODs' orientations. By taking into accout the rotational effect of traveling in the RGF, an FOD at one location can be transported and aligned with the FOD at the target location. We propose a method for inducing RGFs with FOD metrics. We also show how RGFs can be used for interpolation, yielding intuitively more reasonable results than the Frechet mean on the unit sphere in a Hilbert space [1].

Entities:  

Year:  2014        PMID: 25383160      PMCID: PMC4224307          DOI: 10.1109/ISBI.2014.6868054

Source DB:  PubMed          Journal:  Proc IEEE Int Symp Biomed Imaging        ISSN: 1945-7928


  5 in total

1.  Diffeomorphic metric mapping of high angular resolution diffusion imaging based on Riemannian structure of orientation distribution functions.

Authors:  Jia Du; Alvina Goh; Anqi Qiu
Journal:  IEEE Trans Med Imaging       Date:  2011-12-06       Impact factor: 10.048

2.  A Riemannian framework for orientation distribution function computing.

Authors:  Jian Cheng; Aurobrata Ghosh; Tianzi Jiang; Rachid Deriche
Journal:  Med Image Comput Comput Assist Interv       Date:  2009

3.  A Novel Representation for Riemannian Analysis of Elastic Curves in ℝ

Authors:  Shantanu H Joshi; Eric Klassen; Anuj Srivastava; Ian Jermyn
Journal:  Proc IEEE Comput Soc Conf Comput Vis Pattern Recognit       Date:  2007-07-16

4.  Adaptively constrained convex optimization for accurate fiber orientation estimation with high order spherical harmonics.

Authors:  Giang Tran; Yonggang Shi
Journal:  Med Image Comput Comput Assist Interv       Date:  2013

5.  GROUP ACTION INDUCED AVERAGING FOR HARDI PROCESSING.

Authors:  H Ertan Cetingül; Bijan Afsari; Margaret J Wright; Paul M Thompson; Rene Vidal
Journal:  Proc IEEE Int Symp Biomed Imaging       Date:  2012
  5 in total

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