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BASIS FUNCTIONS FOR ESTIMATING INTRA-VOXEL STRUCTURE IN DW-MRI
ALONSO RAMIREZ MANZANARES
Acceso Abierto
Atribución-NoComercial
Redes Neuronales
We present a new method for estimating and re- covering the intra–voxel fiber paths, using Diffusion Weighted Magnetic Resonance Images (DW-MRI). The method recovers the intra–voxel information at voxels that contain fiber crossings or bifurcations by means of a combination of a known tensor basis functions (a “multi-tensor” field). In contrast with the state- of-the art methods, our formulation requires a small number of DWMR images and the solution schema is simple. Another advantage is that the solution to our formulation is numerically stable when more than two fiber orientations are present within a voxel. Additionally, we apply a spatial regularization to the multi-tensor field being estimated in order to denoise the data. The regularization uses a generic piece-wise smooth prior on the fiber orientation. Several examples are presented to demonstrate the performance of the proposed algorithm on synthetic and real DW-MRI data.
Centro de Investigación en Matemáticas AC
18-10-2004
Reporte
Inglés
Investigadores
SISTEMAS DE CONTROL MÉDICO
Versión publicada
publishedVersion - Versión publicada
Aparece en las colecciones: Reportes Técnicos - Ciencias de la Computación

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