The evaluation of a population based diffusion tensor image atlas using a ground truth method

Wim Van Hecke, Alexander Leemans, Emiliano D'Agostino, Steve De Backer, Evert Vandervliet, Paul M. Parizel, Jan Sijbers

Research output: Chapter in Book/Conference paperConference paperpeer-review

Abstract

Voxel based morphometry (VBM) is increasingly being used to detect diffusion tensor (DT) image abnormalities in patients for different pathologies. An important requisite for these VBM studies is the use of a high-dimensional, non-rigid coregistration technique, which is able to align both the spatial and the orientational information. Recent studies furthermore indicate that high-dimensional DT information should be included during coregistration for an optimal alignment. In this context, a population based DTI atlas is created that preserves the orientational DT information robustly and contains a minimal bias towards any specific individual data set. Methods: A ground truth evaluation method is developed using a single subject DT image that is deformed with 20 deformation fields. Thereafter, an atlas is constructed based on these 20 resulting images. Thereby, the non-rigid coregistration algorithm is based on a viscous fluid model and on mutual information. The fractional anisotropy (FA) maps as well as the DT elements are used as DT image information during the coregistration algorithm, in order to minimize the orientational alignment inaccuracies. Results: The population based DT atlas is compared with the around truth image using accuracy and precision measures of spatial and orientational dependent metrics. Results indicate that the population based atlas preserves the orientational information in a robust way. Conclusion: A subject independent population based DT atlas is constructed and evaluated with a ground truth method. This atlas contains all available orientational information and can be used in future VBM studies as a reference system.

Original languageEnglish
Title of host publicationMEDICAL IMAGING 2008: IMAGE PROCESSING, PTS 1-3
EditorsJM Reinhardt, JPW Pluim
PublisherSPIE - International Society for Optical Engineering
Number of pages10
Volume6914
ISBN (Print)978-0-8194-7098-0
DOIs
Publication statusPublished - 2008
Externally publishedYes
EventMedical Imaging 2008 Conference - San Diego, Canada
Duration: 17 Feb 200819 Feb 2008

Publication series

NameProceedings of SPIE
PublisherSPIE-INT SOC OPTICAL ENGINEERING
Volume6914
ISSN (Print)0277-786X

Conference

ConferenceMedical Imaging 2008 Conference
Country/TerritoryCanada
CitySan Diego
Period17/02/0819/02/08

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