Literature DB >> 25320806

Diffusion of fiber orientation distribution functions with a rotation-induced riemannian metric.

Junning Li, Yonggang Shi, Arthur W Toga.   

Abstract

Advanced diffusion weighted MR imaging allows non-invasive study on the structural connectivity of human brains. Fiber orientation distributions (FODs) reconstructed from diffusion data are a popular model to represent crossing fibers. For this sophisticated image representation of connectivity, classical image operations such as smoothing must be redefined. In this paper, we propose a novel rotation-induced Riemannian metric for FODs, and introduce a weighted diffusion process for FODs regarding this Riemannian manifold. We show how this Riemannian manifold can be used for smoothing, interpolation and building image-pyramids, yielding more accurate or intuitively more reasonable results than the linear or the unit hyper-sphere manifold.

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Year:  2014        PMID: 25320806      PMCID: PMC4203419          DOI: 10.1007/978-3-319-10443-0_32

Source DB:  PubMed          Journal:  Med Image Comput Comput Assist Interv


  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
  2 in total

1.  Interpolation on the manifold of K component GMMs.

Authors:  Hyunwoo J Kim; Nagesh Adluru; Monami Banerjee; Baba C Vemuri; Vikas Singh
Journal:  Proc IEEE Int Conf Comput Vis       Date:  2015-12

2.  Mapping Brain Anatomical Connectivity Using Diffusion Magnetic Resonance Imaging: Structural connectivity of the human brain.

Authors:  Junning Li; Yonggang Shi; Arthur W Toga
Journal:  IEEE Signal Process Mag       Date:  2016-05       Impact factor: 12.551

  2 in total

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