Literature DB >> 18044638

Segmentation of Q-Ball images using statistical surface evolution.

Maxime Descoteaux1, Rachid Deriche.   

Abstract

In this article, we develop a new method to segment Q-Ball imaging (QBI) data. We first estimate the orientation distribution function (ODF) using a fast and robust spherical harmonic (SH) method. Then, we use a region-based statistical surface evolution on this image of ODFs to efficiently find coherent white matter fiber bundles. We show that our method is appropriate to propagate through regions of fiber crossings and we show that our results outperform state-of-the-art diffusion tensor (DT) imaging segmentation methods, inherently limited by the DT model. Results obtained on synthetic data, on a biological phantom, on real datasets and on all 13 subjects of a public QBI database show that our method is reproducible, automatic and brings a strong added value to diffusion MRI segmentation.

Mesh:

Year:  2007        PMID: 18044638     DOI: 10.1007/978-3-540-75759-7_93

Source DB:  PubMed          Journal:  Med Image Comput Comput Assist Interv


  5 in total

1.  Directional functions for orientation distribution estimation.

Authors:  Yogesh Rathi; Oleg Michailovich; Martha E Shenton; Sylvain Bouix
Journal:  Med Image Anal       Date:  2009-02-05       Impact factor: 8.545

2.  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

3.  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

Review 4.  State-of-the-art MRI techniques in neuroradiology: principles, pitfalls, and clinical applications.

Authors:  Magalie Viallon; Victor Cuvinciuc; Benedicte Delattre; Laura Merlini; Isabelle Barnaure-Nachbar; Seema Toso-Patel; Minerva Becker; Karl-Olof Lovblad; Sven Haller
Journal:  Neuroradiology       Date:  2015-04-10       Impact factor: 2.804

5.  Diffusion maps clustering for magnetic resonance q-ball imaging segmentation.

Authors:  Demian Wassermann; Maxime Descoteaux; Rachid Deriche
Journal:  Int J Biomed Imaging       Date:  2008
  5 in total

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