articleMagnetic Resonance in MedicineJun 20, 2006BRONZE OA

Log‐Euclidean metrics for fast and simple calculus on diffusion tensors

Institut national de recherche en sciences et technologies du numérique · Laboratoire d’Imagerie Biomédicale

PubMed
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Abstract

Diffusion tensor imaging (DT-MRI or DTI) is an emerging imaging modality whose importance has been growing considerably. However, the processing of this type of data (i.e., symmetric positive-definite matrices), called "tensors" here, has proved difficult in recent years. Usual Euclidean operations on matrices suffer from many defects on tensors, which have led to the use of many ad hoc methods. Recently, affine-invariant Riemannian metrics have been proposed as a rigorous and general framework in which these defects are corrected. These metrics have excellent theoretical properties and provide powerful processing tools, but also lead in practice to complex and slow algorithms. To remedy this limitation, a new…

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