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Distortion correction and robust tensor estimation for MR diffusion imaging

โœ Scribed by J.-F. Mangin; C. Poupon; C. Clark; D. Le Bihan; I. Bloch


Publisher
Elsevier Science
Year
2002
Tongue
English
Weight
617 KB
Volume
6
Category
Article
ISSN
1361-8415

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โœฆ Synopsis


This paper presents a new procedure to estimate the diffusion tensor from a sequence of diffusion-weighted images. The first step of this procedure consists of the correction of the distortions usually induced by eddy-current related to the large diffusion-sensitizing gradients. This correction algorithm relies on the maximization of mutual information to estimate the three parameters of a geometric distortion model inferred from the acquisition principle. The second step of the procedure amounts to replacing the standard least squares-based approach by the Geman-McLure M-estimator, in order to reduce outlier-related artefacts. Several experiments prove that the whole procedure highly improves the quality of the final diffusion maps.


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