Timely-automatic procedure for estimating the endocardial limits of the left ventricle assessed echocardiographically in clinical practice

In this paper, we propose an analytical rapid method to estimate the endocardial borders of the left ventricular walls on echocardiographic images for prospective clinical integration. The procedure was created as a diagnostic support tool for the clinician and it is based on the use of the anisotro...

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Detalhes bibliográficos
Autores: Onchis, Darian M., Istin, Codruta, Tudoran, Cristina, Tudoran, Mariana, Real Jurado, Pedro
Formato: artículo
Estado:Versión publicada
Fecha de publicación:2020
País:España
Recursos:Universidad de Sevilla (US)
Repositorio:idUS. Depósito de Investigación de la Universidad de Sevilla
OAI Identifier:oai:idus.us.es:11441/94625
Acesso em linha:https://hdl.handle.net/11441/94625
https://doi.org/10.3390/diagnostics10010040
Access Level:acceso abierto
Palavra-chave:Echocardiographic diagnostics
Left ventricle wall
Gabor–Hough algorithm
Descrição
Resumo:In this paper, we propose an analytical rapid method to estimate the endocardial borders of the left ventricular walls on echocardiographic images for prospective clinical integration. The procedure was created as a diagnostic support tool for the clinician and it is based on the use of the anisotropic generalized Hough transform. Its application is guided by a Gabor-like filtering for the approximate delimitation of the region of interest without the need for computing further anatomical characteristics. The algorithm is applying directly a deformable template on the predetermined filtered region and therefore it is responsive and straightforward implementable. For accuracy considerations, we have employed a support vector machine classifier to determine the confidence level of the automated marking. The clinical tests were performed at the Cardiology Clinic of the County Emergency Hospital Timisoara and they improved the physicians perception in more than 50% of the cases. The report is concluded with medical discussions.