Despite the wide interest shown in biophysical models of diffusion MRI that enable the extraction of microstructural parameters a segmentation strategy based on the microstructural indices has not yet been developed. We propose the use of the indices calculated by NODDI as microstructural features and the processing of the main diffusion direction in a scheme that integrates the local neighborhood. We later incorporate these features into a constrained spectral clustering method to perform a partition biased by a small set of pairwise constraints.

Micro-structural diffusion MRI segmentation via constrained spectral clustering

MENDEZ GUERRERO, Carlos Andres;MENEGAZ, Gloria
2015-01-01

Abstract

Despite the wide interest shown in biophysical models of diffusion MRI that enable the extraction of microstructural parameters a segmentation strategy based on the microstructural indices has not yet been developed. We propose the use of the indices calculated by NODDI as microstructural features and the processing of the main diffusion direction in a scheme that integrates the local neighborhood. We later incorporate these features into a constrained spectral clustering method to perform a partition biased by a small set of pairwise constraints.
2015
Diffusion MRI, microstructure, SHORE
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11562/928849
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