Multivariate Tensor-Based Morphometry with a Right-Invariant Riemannian Distance on GL+(n) |
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Authors: | Ernesto Zacur Matias Bossa Salvador Olmos |
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Affiliation: | 1. GTC, I3A, Universidad de Zaragoza, Maria de Luna 1, 50018, Zaragoza, Spain
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Abstract: | Tensor-based morphometry (TBM) studies encode the anatomical information in spatial deformations which are locally characterized by Jacobian matrices. Current methods perform voxel-wise statistical analysis on some features, such as the Jacobian determinant or the Cauchy–Green deformation tensor, which are not complete descriptors of the local deformation. This article introduces a right-invariant Riemannian distance on the GL+(n) group of Jacobian matrices making use of the complete geometrical information of the local deformation. A numerical recipe for the computation of the proposed distance is given. Additionally, experiments are performed on both a synthetic deformation study and a cross-sectional brain MRI study. |
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