Literature DB >> 15854843

White matter fiber tract segmentation in DT-MRI using geometric flows.

Lisa Jonasson1, Xavier Bresson, Patric Hagmann, Olivier Cuisenaire, Reto Meuli, Jean-Philippe Thiran.   

Abstract

In this paper, we present a 3D geometric flow designed to segment the main core of fiber tracts in diffusion tensor magnetic resonance images. The fundamental assumption of our fiber segmentation technique is that adjacent voxels in a tract have similar properties of diffusion. The fiber segmentation is carried out with a front propagation algorithm constructed to fill the whole fiber tract. The front is a 3D surface that evolves with a propagation speed proportional to a measure indicating the similarity of diffusion between the tensors lying on the surface and their neighbors in the direction of propagation. We use a level set implementation to assure a stable and accurate evolution of the surface and to handle changes of topology of the surface during the evolution process. The fiber tract segmentation method does not need a regularized tensor field since the surface is automatically smoothed as it propagates. The smoothing is done by an intrinsic surface force, based on the minimal principal curvature. This segmentation can be used for obtaining quantitative measures of the diffusion in the fiber tracts and it can also be used for white matter registration and for surgical planning.

Mesh:

Year:  2005        PMID: 15854843     DOI: 10.1016/j.media.2004.07.004

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


  19 in total

1.  Surface-based vertexwise analysis of morphometry and microstructural integrity for white matter tracts in diffusion tensor imaging: With application to the corpus callosum in Alzheimer's disease.

Authors:  Xiaoying Tang; Yuanyuan Qin; Wenzhen Zhu; Michael I Miller
Journal:  Hum Brain Mapp       Date:  2017-01-13       Impact factor: 5.038

2.  Cortico-cortical, cortico-striatal, and cortico-thalamic white matter fiber tracts generated in the macaque brain via dynamic programming.

Authors:  J Tilak Ratnanather; Rakesh M Lal; Michael An; Clare B Poynton; Muwei Li; Hangyi Jiang; Kenichi Oishi; Lynn D Selemon; Susumu Mori; Michael I Miller
Journal:  Brain Connect       Date:  2013-09-18

3.  Locally-Constrained Region-Based Methods for DW-MRI Segmentation.

Authors:  John Melonakos; Marc Niethammer; Vandana Mohan; Marek Kubicki; James V Miller; Allen Tannenbaum
Journal:  Proc IEEE Int Conf Comput Vis       Date:  2007

4.  A geometric flow-based approach for diffusion tensor image segmentation.

Authors:  Weihong Guo; Yunmei Chen; Qingguo Zeng
Journal:  Philos Trans A Math Phys Eng Sci       Date:  2008-07-13       Impact factor: 4.226

5.  Level set fiber bundle segmentation using spherical harmonic coefficients.

Authors:  Mohammad-Reza Nazem-Zadeh; Esmaeil Davoodi-Bojd; Hamid Soltanian-Zadeh
Journal:  Comput Med Imaging Graph       Date:  2009-10-21       Impact factor: 4.790

6.  LEVEL SET BASED CLUSTERING FOR ANALYSIS OF FUNCTIONAL MRI DATA.

Authors:  D R Bathula; X Papademetris; J S Duncan
Journal:  Proc IEEE Int Symp Biomed Imaging       Date:  2007

7.  White Matter Segmentation Algorithm for DTI Images Based on Super-Pixel Full Convolutional Network.

Authors:  Yiping Mu; Qi Li; Yang Zhang
Journal:  J Med Syst       Date:  2019-08-12       Impact factor: 4.460

8.  Localized Statistics for DW-MRI Fiber Bundle Segmentation.

Authors:  Shawn Lankton; John Melonakos; James Malcolm; Samuel Dambreville; Allen Tannenbaum
Journal:  Proc IEEE Comput Soc Conf Comput Vis Pattern Recognit       Date:  2008

9.  Consistency Clustering: A Robust Algorithm for Group-wise Registration, Segmentation and Automatic Atlas Construction in Diffusion MRI.

Authors:  Ulas Ziyan; Mert R Sabuncu; W Eric L Grimson; Carl-Fredrik Westin
Journal:  Int J Comput Vis       Date:  2009       Impact factor: 7.410

10.  Microstructural correlations of white matter tracts in the human brain.

Authors:  Michael Wahl; Yi-Ou Li; Joshua Ng; Sara C Lahue; Shelly R Cooper; Elliott H Sherr; Pratik Mukherjee
Journal:  Neuroimage       Date:  2010-03-04       Impact factor: 6.556

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.