Computer Aided Detection and Measurement of Peripheral Artery Disease.

Computer-Aided Tomography Angiography (CTA) images are the standard for assessing Peripheral artery disease (PAD). This paper presents a Computer Aided Detection (CAD) and Computer Aided Measurement (CAM) system for PAD. The CAD stage detects the arterial network using a 3D region growing method and...

Descripción completa

Detalles Bibliográficos
Publicado en:Studies in Health Technology & Informatics Vol. 205; pp. 1153 - 1158
Autores principales: DEHMESHKI, Jamshid, ION, Adina, ELLIS, Tim, DOENZ, Francesco, JOUANNIC, Anne-Marie, QANADLI, Salah
Formato: pictorial research tables/charts Journal Article
Publicado: Sage Publications Inc. 2014
Acceso en línea:Ver este registro en EBSCOhost
Descripción
Sumario:Computer-Aided Tomography Angiography (CTA) images are the standard for assessing Peripheral artery disease (PAD). This paper presents a Computer Aided Detection (CAD) and Computer Aided Measurement (CAM) system for PAD. The CAD stage detects the arterial network using a 3D region growing method and a fast 3D morphology operation. The CAM stage aims to accurately measure the artery diameters from the detected vessel centerline, compensating for the partial volume effect using Expectation Maximization (EM) and a Markov Random field (MRF). The system has been evaluated on phantom data and also applied to fifteen (15) CTA datasets, where the detection accuracy of stenosis was 88% and the measurement accuracy was with an 8% error.