Spatio-Temporal Dimension Reduction of Cardiac Motion for Group-Wise Analysis and Statistical Testing - Inria - Institut national de recherche en sciences et technologies du numérique Accéder directement au contenu
Communication Dans Un Congrès Année : 2013

Spatio-Temporal Dimension Reduction of Cardiac Motion for Group-Wise Analysis and Statistical Testing

Résumé

Given the observed abnormal motion dynamics of patients with heart conditions, quantifying cardiac motion in both normal and pathological cases can provide useful insights for therapy planning. In order to be able to analyse the motion over multiple subjects in a ro- bust manner, it is desirable to represent the motion by a low number of parameters. We propose a reduced order cardiac motion model, reduced in space through a polyaffine model, and reduced in time by statistical model order reduction. The method is applied to a data-set of synthetic cases with known ground truth to validate the accuracy of the left ven- tricular motion tracking, and to validate a patient-specific reduced-order motion model. Population-based statistics are computed on a set of 15 healthy volunteers to obtain separate spatial and temporal bases. Re- sults demonstrate that the reduced model can efficiently detect abnor- mal motion patterns and even allowed to retrospectively reveal abnormal unnoticed motion within the control subjects.
Fichier principal
Vignette du fichier
MICCAI_mcleod_2013.pdf (448.54 Ko) Télécharger le fichier
Origine : Fichiers produits par l'(les) auteur(s)
Loading...

Dates et versions

hal-00840041 , version 1 (01-07-2013)

Identifiants

Citer

Kristin Mcleod, Christof Seiler, Maxime Sermesant, Xavier Pennec. Spatio-Temporal Dimension Reduction of Cardiac Motion for Group-Wise Analysis and Statistical Testing. MICCAI - Medical Image Computing and Computer Assisted Intervention - 2013, 2013, Nagoya, Japan. pp.501-508, ⟨10.1007/978-3-642-40763-5_62⟩. ⟨hal-00840041⟩

Collections

INRIA INRIA2
169 Consultations
347 Téléchargements

Altmetric

Partager

Gmail Facebook X LinkedIn More