DocumentCode :
1767157
Title :
Dual Fuzzy-Snake model for IMT measurement in carotid ultrasound images of low- and high-risk patients
Author :
Rosati, Samanta ; Balestra, Gabriella ; Molinari, Filippo
Author_Institution :
Dept. of Electron. & Telecommun., Politec. di Torino, Turin, Italy
fYear :
2014
fDate :
1-4 June 2014
Firstpage :
676
Lastpage :
679
Abstract :
The carotid artery intima-media thickness (cIMT) is commonly deemed an indicator for cardiovascular diseases. Several methods were proposed for the automatic estimation of the IMT on ultrasound carotid images, in order to obtain accurate, objective and repetitive values. One of the most used techniques for image segmentation is the snake, often requiring a preliminary manual phase of parameter tuning and profile initialization. In this study we present a new segmentation method for automatic detection of lumen-intima (LI) and media-adventitia (MA) interfaces. This technique is based on the simultaneously evolution of the two snakes under the action of a Fuzzy Inference System (FIS). We tested our method for images both with normal carotid wall and with plaques. The performances of the Fuzzy-Snake system result better than the classical snake implementation, showing no trends between errors and IMT values. In plaqued vessels, the FIS driven snake improves the detection of the LI compared to classical snakes.
Keywords :
blood vessels; cardiovascular system; diseases; fuzzy systems; image segmentation; medical image processing; ultrasonic imaging; IMT measurement; automatic detection; cardiovascular diseases; carotid artery intima-media thickness; classical snake implementation; dual fuzzy-snake model; fuzzy inference system; high-risk patients; image segmentation; low-risk patients; lumen-intima interfaces; media-adventitia interfaces; parameter tuning; plaqued vessels; preliminary manual phase; profile initialization; ultrasound carotid images; Atherosclerosis; Force; Fuzzy logic; Image segmentation; Thickness measurement; Ultrasonic imaging; Ultrasonic variables measurement; Fuzzy Logic; atherosclerosis; cardiovascular risk; carotid intima-media thickness; image segmentation; informatics systems; snake; ultrasounds;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical and Health Informatics (BHI), 2014 IEEE-EMBS International Conference on
Conference_Location :
Valencia
Type :
conf
DOI :
10.1109/BHI.2014.6864454
Filename :
6864454
Link To Document :
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