Literature DB >> 26166929

A Novel Contrast for DTI Visualization for Thalamus Delineation.

Xian Fan1, Meredith Thompson2, John A Bogovic1, Pierre-Louis Bazin3, Jerry L Prince4.   

Abstract

It has been recently shown that thalamic nuclei can be automatically segmented using diffusion tensor images (DTI) under the assumption that principal fiber orientation is similar within a given nucleus and distinct between adjacent nuclei. Validation of these methods, however, is challenging because manual delineation is hard to carry out due to the lack of images showing contrast between the nuclei. In this paper, we present a novel gray-scale contrast for DTI visualization that accentuates voxels in which the orientations of the principal eigenvectors are changing, thus providing an edge map for the delineation of some thalamic nuclei. The method uses the principal fiber orientation computed from the diffusion tensors computed at each voxel. The three-dimensional orientations of the principal eigenvectors are represented as five dimensional vectors and the spatial gradient (matrix) of these vectors provide information about spatial changes in tensor orientation. In particular, an edge map is created by computing the Frobenius norm of this gradient matrix. We show that this process reveals distinct edges between large nuclei in the thalamus, thereby making manual delineation of the thalamic nuclei possible. We briefly describe a protocol for the manual delineation of thalamic nuclei based on this edge map used in conjunction with a registered T1-weighted MR image, and present a preliminary multi-rater evaluation of the volumes of thalamic nuclei in several subjects.

Entities:  

Keywords:  diffusion tensor imaging; manual delineation; orientation edge map; thalamus parcellation

Year:  2010        PMID: 26166929      PMCID: PMC4496804          DOI: 10.1117/12.844473

Source DB:  PubMed          Journal:  Proc SPIE Int Soc Opt Eng        ISSN: 0277-786X


  4 in total

1.  A Multiple Geometric Deformable Model Framework for Homeomorphic 3D Medical Image Segmentation.

Authors:  Xian Fan; Pierre-Louis Bazin; John Bogovic; Ying Bai; Jerry L Prince
Journal:  Conf Comput Vis Pattern Recognit Workshops       Date:  2008-07-15

2.  DTI segmentation using an information theoretic tensor dissimilarity measure.

Authors:  Zhizhou Wang; Baba C Vemuri
Journal:  IEEE Trans Med Imaging       Date:  2005-10       Impact factor: 10.048

3.  Multi-fiber reconstruction from DW-MRI using a continuous mixture of hyperspherical von Mises-Fisher distributions.

Authors:  Ritwik Kumar; Baba C Vemuri; Fei Wang; Tanveer Syeda-Mahmood; Paul R Carney; Thomas H Mareci
Journal:  Inf Process Med Imaging       Date:  2009

4.  Fiber crossing in human brain depicted with diffusion tensor MR imaging.

Authors:  M R Wiegell; H B Larsson; V J Wedeen
Journal:  Radiology       Date:  2000-12       Impact factor: 11.105

  4 in total
  8 in total

1.  Thalamus segmentation using multi-modal feature classification: Validation and pilot study of an age-matched cohort.

Authors:  Jeffrey Glaister; Aaron Carass; Tziona NessAiver; Joshua V Stough; Shiv Saidha; Peter A Calabresi; Jerry L Prince
Journal:  Neuroimage       Date:  2017-06-29       Impact factor: 6.556

2.  Thalamus parcellation using multi-modal feature classification and thalamic nuclei priors.

Authors:  Jeffrey Glaister; Aaron Carass; Joshua V Stough; Peter A Calabresi; Jerry L Prince
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2016-03-21

3.  SEGMENTATION OF THE COMPLETE SUPERIOR CEREBELLAR PEDUNCLES USING A MULTI-OBJECT GEOMETRIC DEFORMABLE MODEL.

Authors:  Chuyang Ye; John A Bogovic; Sarah H Ying; Jerry L Prince
Journal:  Proc IEEE Int Symp Biomed Imaging       Date:  2013-12-31

4.  Segmentation of the Cerebellar Peduncles Using a Random Forest Classifier and a Multi-object Geometric Deformable Model: Application to Spinocerebellar Ataxia Type 6.

Authors:  Chuyang Ye; Zhen Yang; Sarah H Ying; Jerry L Prince
Journal:  Neuroinformatics       Date:  2015-07

5.  Parcellation of the Thalamus Using Diffusion Tensor Images and a Multi-object Geometric Deformable Model.

Authors:  Chuyang Ye; John A Bogovic; Sarah H Ying; Jerry L Prince
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2013-03-13

6.  Evaluating the impact of MR image harmonization on thalamus deep network segmentation.

Authors:  Muhan Shao; Lianrui Zuo; Aaron Carass; Jiachen Zhuo; Rao P Gullapalli; Jerry L Prince
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2022-04-04

7.  THALAMIC PARCELLATION FROM MULTI-MODAL DATA USING RANDOM FOREST LEARNING.

Authors:  Joshua V Stough; Chuyang Ye; Sarah H Ying; Jerry L Prince
Journal:  Proc IEEE Int Symp Biomed Imaging       Date:  2013

8.  Thalamic volumetric abnormalities in type 1 diabetes mellitus and 'peripheral' neuropathy.

Authors:  João L Novo; José J Ruas; Leonardo M Ferreira; Davide Carvalho; Margarida Barbosa; Sofia Brandão; António José de Bastos-Leite
Journal:  Sci Rep       Date:  2022-07-29       Impact factor: 4.996

  8 in total

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