Quantitative comparison of reconstruction methods for intra-voxel fiber recovery from diffusion MRI.

Details

Serval ID
serval:BIB_108F16F9D644
Type
Article: article from journal or magazin.
Collection
Publications
Institution
Title
Quantitative comparison of reconstruction methods for intra-voxel fiber recovery from diffusion MRI.
Journal
Ieee Transactions on Medical Imaging
Author(s)
Daducci A., Canales-Rodríguez E.J., Descoteaux M., Garyfallidis E., Gur Y., Lin Y.C., Mani M., Merlet S., Paquette M., Ramirez-Manzanares A., Reisert M., Reis Rodrigues P., Sepehrband F., Caruyer E., Choupan J., Deriche R., Jacob M., Menegaz G., Prčkovska V., Rivera M., Wiaux Y., Thiran J.P.
ISSN
1558-254X (Electronic)
ISSN-L
0278-0062
Publication state
Published
Issued date
02/2014
Peer-reviewed
Oui
Volume
33
Number
2
Pages
384-399
Language
english
Abstract
Validation is arguably the bottleneck in the diffusion magnetic resonance imaging (MRI) community. This paper evaluates and compares 20 algorithms for recovering the local intra-voxel fiber structure from diffusion MRI data and is based on the results of the "HARDI reconstruction challenge" organized in the context of the "ISBI 2012" conference. Evaluated methods encompass a mixture of classical techniques well known in the literature such as diffusion tensor, Q-Ball and diffusion spectrum imaging, algorithms inspired by the recent theory of compressed sensing and also brand new approaches proposed for the first time at this contest. To quantitatively compare the methods under controlled conditions, two datasets with known ground-truth were synthetically generated and two main criteria were used to evaluate the quality of the reconstructions in every voxel: correct assessment of the number of fiber populations and angular accuracy in their orientation. This comparative study investigates the behavior of every algorithm with varying experimental conditions and highlights strengths and weaknesses of each approach. This information can be useful not only for enhancing current algorithms and develop the next generation of reconstruction methods, but also to assist physicians in the choice of the most adequate technique for their studies.
Pubmed
Web of science
Create date
15/12/2014 15:04
Last modification date
20/08/2019 13:37
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