Title :
Characterization of a Completely User - Independent Algorithm for the Segmentation of Carotid Artery Ultrasound Images
Author :
Delsanto, Silvia ; Molinari, Filippo ; Giustetto, Pierangela ; Libori, W. ; Badalamenti, Sergio
Author_Institution :
Dipt. di Elettronica, Politecnico di Torino
Abstract :
The analysis of the carotid artery wall is crucial for the diagnosis of serious cardiovascular pathologies or for the assessment of a subject´s cardiovascular risk. Several algorithms have been proposed for the segmentation of ultrasound carotid artery images, but almost all require a certain degree of user interaction. We recently developed a completely user-independent algorithm for the segmentation of the common carotid artery wall; specifically, the algorithm traces the contour of the interfaces between the lumen and the intima layer and between the media and adventitia layers. In this paper we show the characterization of the algorithm in terms of segmentation error. Moreover, we compared the output of the algorithm with the segmentations manually traced by experts. We show that our algorithm ´s segmentation is not statistically from that of a trained operator and that the segmentation error is lower than 1 pixel for the lumen-intima interface and 1.5 pixels for the media-adventitia interface
Keywords :
biomedical ultrasonics; cardiovascular system; image segmentation; medical image processing; carotid artery ultrasound images; carotid artery wall; image segmentation; lumen-intima interface; media-adventitia interface; serious cardiovascular pathologies; user-independent algorithm; Cardiology; Carotid arteries; Image analysis; Image databases; Image segmentation; Instrumentation and measurement; Pathology; Risk analysis; Ultrasonic imaging; Ultrasonic variables measurement; medical image segmentation; segmentation error; ultrasound images;
Conference_Titel :
Instrumentation and Measurement Technology Conference, 2006. IMTC 2006. Proceedings of the IEEE
Conference_Location :
Sorrento
Print_ISBN :
0-7803-9359-7
Electronic_ISBN :
1091-5281
DOI :
10.1109/IMTC.2006.328672