4.7 Article Proceedings Paper

Distortion correction and robust tensor estimation for MR diffusion imaging

期刊

MEDICAL IMAGE ANALYSIS
卷 6, 期 3, 页码 191-198

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ELSEVIER SCIENCE BV
DOI: 10.1016/S1361-8415(02)00079-8

关键词

registration; diffusion; distortion; tensor; robust

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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. (C) 2002 Elsevier Science B.V. All rights reserved.

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