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  7. Automatic segmentation of the abdominal Aorta from CT images

Automatic segmentation of the abdominal Aorta from CT images

Automatic segmentation of the abdominal Aorta from CT images: an initial approach towards the aortic Aneurysm detection

Alexandra Koulouri, Maria Petrou
Livre broché | Anglais
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Description

We present a new method for the segmentation and the detection of human Abdominal Aorta in CT images. Our method is divided into two parts. In the first part we estimate the position and the dimension of the aortic lumen using state-of-the-art object tracking techniques. The second part employs curve fitting methods in order to detect the boundaries of the aortic lumen with accuracy, based on the estimation of the first part. In particular, the proposed method uses the Kalman Filter to track the aortic cross-section in consecutive CT images. The observations needed by the Kalman procedure are extracted with the Circle Hough Transformation, based on the assumption that the morphological structure of the aortic cross-section is approximately a circle. A robust Level Set method is then applied to compensate the approximation error and efficiently estimate the cross-section. The algorithms and the mathematical tools developed during the project prove feasibility for an accurate and reliable method for the segmentation of the abdominal aorta from CT data, that in the future could be used to benefit patients with aortic aneurysms.

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Contenu

Nombre de pages :
72
Langue:
Anglais

Caractéristiques

EAN:
9783844397208
Date de parution :
22-05-11
Format:
Livre broché
Dimensions :
152 mm x 229 mm
Poids :
118 g

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