A Comprehensive Riemannian Framework for the Analysis of White Matter Fiber Tracts - Archive ouverte HAL Access content directly
Conference Papers Year : 2010

A Comprehensive Riemannian Framework for the Analysis of White Matter Fiber Tracts

(1) , (2) , (1) , (3)
1
2
3

Abstract

A quantitative analysis of white matter fibers is based on different physical features (shape, scale, orientation and position) of the fibers, depending on the specific application. Due to the different properties of these features, one usually designs different metrics and spaces to treat them individually. We propose a comprehensive Riemannian framework that allows for a joint analysis of these features in a consistent manner. For each feature combination, we provide a formula for the distance, i.e. quantification of differences between fibers and a formula for geodesics, i.e. optimal deformations of fibers into each other. We illustrate this framework in the context of clustering fiber tracts from the corpus callosum and study the results from different combinations of features.
Fichier principal
Vignette du fichier
ISBI_Mani_3.pdf (257.49 Ko) Télécharger le fichier
Origin : Files produced by the author(s)
Loading...

Dates and versions

inserm-00723805 , version 1 (14-08-2012)

Identifiers

Cite

Meena Mani, Sebastian Kurtek, Christian Barillot, Anuj Srivastava. A Comprehensive Riemannian Framework for the Analysis of White Matter Fiber Tracts. IEEE-ISBI, Apr 2010, Rotterdam, Netherlands. pp.1101- 1104, ⟨10.1109/ISBI.2010.5490185⟩. ⟨inserm-00723805⟩
370 View
311 Download

Altmetric

Share

Gmail Facebook Twitter LinkedIn More