Literature DB >> 17968100

Interactive visualization of volumetric white matter connectivity in DT-MRI using a parallel-hardware Hamilton-Jacobi solver.

Won-Ki Jeong1, P Thomas Fletcher, Ran Tao, Ross Whitaker.   

Abstract

In this paper we present a method to compute and visualize volumetric white matter connectivity in diffusion tensor magnetic resonance imaging (DT-MRI) using a Hamilton-Jacobi (H-J) solver on the GPU (Graphics Processing Unit). Paths through the volume are assigned costs that are lower if they are consistent with the preferred diffusion directions. The proposed method finds a set of voxels in the DTI volume that contain paths between two regions whose costs are within a threshold of the optimal path. The result is a volumetric optimal path analysis, which is driven by clinical and scientific questions relating to the connectivity between various known anatomical regions of the brain. To solve the minimal path problem quickly, we introduce a novel numerical algorithm for solving H-J equations, which we call the Fast Iterative Method (FIM). This algorithm is well-adapted to parallel architectures, and we present a GPU-based implementation, which runs roughly 50-100 times faster than traditional CPU-based solvers for anisotropic H-J equations. The proposed system allows users to freely change the endpoints of interesting pathways and to visualize the optimal volumetric path between them at an interactive rate. We demonstrate the proposed method on some synthetic and real DT-MRI datasets and compare the performance with existing methods.

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Year:  2007        PMID: 17968100     DOI: 10.1109/TVCG.2007.70571

Source DB:  PubMed          Journal:  IEEE Trans Vis Comput Graph        ISSN: 1077-2626            Impact factor:   4.579


  9 in total

1.  A FAST ITERATIVE METHOD FOR SOLVING THE EIKONAL EQUATION ON TRIANGULATED SURFACES.

Authors:  Zhisong Fu; Won-Ki Jeong; Yongsheng Pan; Robert M Kirby; Ross T Whitaker
Journal:  SIAM J Sci Comput       Date:  2011-10-06       Impact factor: 2.373

2.  Performing real-time interactive fiber tracking.

Authors:  Adiel Mittmann; Tiago H C Nobrega; Eros Comunello; Juliano P O Pinto; Paulo R Dellani; Peter Stoeter; Aldo von Wangenheim
Journal:  J Digit Imaging       Date:  2010-02-13       Impact factor: 4.056

3.  Adaptive Riemannian metrics for improved geodesic tracking of white matter.

Authors:  Xiang Hao; Ross T Whitaker; P Thomas Fletcher
Journal:  Inf Process Med Imaging       Date:  2011

4.  Improved segmentation of white matter tracts with adaptive Riemannian metrics.

Authors:  Xiang Hao; Kristen Zygmunt; Ross T Whitaker; P Thomas Fletcher
Journal:  Med Image Anal       Date:  2013-10-25       Impact factor: 8.545

5.  Near-tubular fiber bundle segmentation for diffusion weighted imaging: segmentation through frame reorientation.

Authors:  Marc Niethammer; Christopher Zach; John Melonakos; Allen Tannenbaum
Journal:  Neuroimage       Date:  2008-11-13       Impact factor: 6.556

6.  A FAST ITERATIVE METHOD FOR SOLVING THE EIKONAL EQUATION ON TETRAHEDRAL DOMAINS.

Authors:  Zhisong Fu; Robert M Kirby; Ross T Whitaker
Journal:  SIAM J Sci Comput       Date:  2013       Impact factor: 2.373

7.  Accelerating fibre orientation estimation from diffusion weighted magnetic resonance imaging using GPUs.

Authors:  Moisés Hernández; Ginés D Guerrero; José M Cecilia; José M García; Alberto Inuggi; Saad Jbabdi; Timothy E J Behrens; Stamatios N Sotiropoulos
Journal:  PLoS One       Date:  2013-04-29       Impact factor: 3.240

8.  CUDA-Accelerated Geodesic Ray-Tracing for Fiber Tracking.

Authors:  Evert van Aart; Neda Sepasian; Andrei Jalba; Anna Vilanova
Journal:  Int J Biomed Imaging       Date:  2011-09-20

9.  Real-time multi-peak tractography for instantaneous connectivity display.

Authors:  Maxime Chamberland; Kevin Whittingstall; David Fortin; David Mathieu; Maxime Descoteaux
Journal:  Front Neuroinform       Date:  2014-05-30       Impact factor: 4.081

  9 in total

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