Bilinear point distribution models for heart motion analysis

This paper presents a cardiac motion modeling method that separates motion from anatomical patient specific cardiac features by using bilinear models on segmented heart volumes. This factoring in a quasi-independent anatomy-motion transform significantly reduces the dimensionality of the data to ana...

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Bibliographic Details
Main Authors: Figueras i Ventura, Rosa M, Hoogendoorn, Corne, Sukno, Federico M, Frangi, Alejandro F
Format: Conference Proceeding
Language:English
Subjects:
Anatomy
bilinear models
Coronary arteriosclerosis
Deformable models
dimensionality reduction
Heart
Heart motion modeling
Interpolation
Motion analysis
Myocardium
Pathology
Pattern analysis
Time series analysis
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Summary:This paper presents a cardiac motion modeling method that separates motion from anatomical patient specific cardiac features by using bilinear models on segmented heart volumes. This factoring in a quasi-independent anatomy-motion transform significantly reduces the dimensionality of the data to analyze: instead of having to check all the points on the volumetric mesh, we analyze a reduced number of parameters corresponding to the shape variation induced by motion. Bilinear models are first learnt in a large population of subjects, and then applied individually to each subject to derive a patient specific model. This provides information about individual specific motion parameters, facilitating the detection of individuals that are far from the mean cardiac motion pattern and motion interpolation.
ISSN:1945-7928
1945-8452
DOI:10.1109/ISBI.2010.5490307