Title :
A novel approach to aortic intima-media thickness quantification from fetal ultrasound images
Author :
Tarroni, Giacomo ; Visentin, Silvia ; Cosmi, Erich ; Grisan, Enrico
Author_Institution :
Dept. of Inf. Eng., Univ. of Padova, Padua, Italy
Abstract :
Intrauterine fetal growth restriction (IUGR) is linked to increased cardiovascular mortality during adulthood. IUGR induces an increase in aortic intima-media thickness (aIMT) which can be detected from fetal ultrasound images, potentially improving IUGR assessment and thus cardiovascular risk management. Unfortunately this measurement currently relies on tedious and error-prone manual tracing. The aims of this study were to develop and test a novel near-automated technique for aIMT quantification from ultrasound images. The proposed technique uses a level-set method (with a functional relying on a distance-based term) to identify blood-intima and media-adventitia interfaces as a basis for aIMT estimation. This approach was tested on images acquired from 10 subjects, and automatically extracted aIMT values were compared to reference values manually obtained by two interpreters. Results indicate that the accuracy of the proposed technique is close to that of manual tracing, suggesting that it could be adopted as a basis for fast and reliable near-automated aIMT estimation.
Keywords :
biomedical ultrasonics; blood; cardiovascular system; feature extraction; image segmentation; medical image processing; obstetrics; risk management; ultrasonic imaging; IUGR assessment; aIMT quantification; aortic intima-media thickness quantification; automatically extracted aIMT values; blood-intima interfaces; cardiovascular mortality; cardiovascular risk management; distance-based term; error-prone manual tracing; fetal ultrasound images; image acquisition; intrauterine fetal growth restriction; level-set method; media-adventitia interfaces; near-automated aIMT estimation; near-automated technique; tedious manual tracing; Biomedical imaging; Correlation; Estimation; Image edge detection; Manuals; Reliability; Ultrasonic imaging; aortic segmentation; fetal ultrasound; intima-media thickness; intrauterine growth restriction;
Conference_Titel :
Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on
Conference_Location :
New York, NY
DOI :
10.1109/ISBI.2015.7164006