Title :
Distal wall delineation using automated Dual Snake paradigm: A multi-center and multi-ethnic carotid ultrasound evaluation
Author :
Molinari, Filippo ; Meiburger, K.M. ; Saba, L. ; Guang Zeng ; Acharya, U.R. ; Piga, Matteo ; Shafique, S. ; Nicolaides, A. ; Suri, J.
Author_Institution :
Dept. of Electron. & Telecommun., Politec. di Torino, Turin, Italy
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
We present here a novel and patented completely automated IMT measurement system that we developed for common carotid arterial ultrasound longitudinal images, called Carotid Measurement Using Dual Snakes (CMUDS) - a class of AtheroEdge™ system. CMUDS is a dual deformable parametric model (snake) system where the dual snakes evolve simultaneously and are forced to maintain a regularized distance to prevent collapsing or diverging. We benchmarked CMUDS against a conventional single snake (CMUSS). CMUDS is totally automatic while CMUSS is semi-automatic. For performance evaluation, two readers manually traced the lumen-intima (LI) and media-adventitia (MA) borders of our multi-institutional, multi-ethnic, and multi-scanner database of 655 longitudinal B-Mode ultrasound images. CMUDS and CMUSS correctly processed all 665 images. The average IMT biases were equal to 0.030±0.284 mm and -0.004±0.273 mm for CMUDS, and -0.011±0.329 mm and -0.045±0.317 mm for CMUSS. The Figure of Merit of the system was 96.0% and 99.6% for CMUDS and 98.5% and 94.4% for CMUSS. CMUDS improved accuracy (Wilcoxon, p<;0.02) and reproducibility (Fisher, p<;3 10-2), proving that the novel CMUDS system is adaptable to large multi-centric studies, where a standard IMT measurement technique is required.
Keywords :
biomedical measurement; biomedical ultrasonics; biomembranes; blood vessels; cardiovascular system; AtheroEdge system; CMUDS; CMUSS; Carotid Measurement Using Dual Snakes; automated IMT measurement system; automated dual snake paradigm; common carotid arterial ultrasound longitudinal images; conventional single snake; distal wall delineation; dual deformable parametric model system; lumen-intima borders; media-adventitia borders; multi-center carotid ultrasound evaluation; multi-ethnic carotid ultrasound evaluation; performance evaluation; regularized distance; Biomedical measurements; Databases; Image edge detection; Image segmentation; USA Councils; Ultrasonic imaging; Ultrasonic variables measurement; Algorithms; Carotid Artery, Common; Carotid Intima-Media Thickness; Databases, Factual; Diagnosis, Computer-Assisted; Ethnic Groups; Humans; Image Interpretation, Computer-Assisted; Models, Statistical;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6345973