Title :
Automated IMT estimation and BMI correlation using a low-quality carotid ultrasound image database from India
Author :
Molinari, Filippo ; Gupta, V. ; Prabhakaran, Poornima ; Meiburger, K.M. ; Saba, L. ; Acharya, U.R. ; Ledda, G. ; Krishna, K. V. Radha ; Walia, Gagandeep Kaur ; Kinra, Sanjay ; Nicolaides, A. ; Ebrahim, Shah ; Suri, J.S.
Author_Institution :
Dept. of Electron. & Telecommun., Politec. di Torino, Torino, Italy
Abstract :
This paper presents AtheroEdgeLowRes (AELR), an extention of AtheroEdge™ from AtheroPoint™, and a solution to carotid ultrasound IMT measurement in low-resolution and overall low quality images. The images were collected using a low-end ultrasound machine during a screening study in India. We aim to demonstrate the accuracy and reproducibility of the AELR system by benchmarking it against an expert Reader´s manual tracing and to show the correlation between the automatically measured intima media thickness (IMT) and the subjects´ cardiovascular risk factors (i.e. body mass index - BMI). We introduced an innovative penalty function (PF) to our dual-snake segmentation technique, necessary due to the low image resolution. We processed 512 images from 256 patients, and correlated the AELR IMT values with the patients´ age and BMI. AELR processed all 512 images, and the IMT measurement error was 0.011±0.099 mm with the PF correction and 0.173±0.127 mm without. AELR IMT values correlated with the Reader´s values (r = 0.883) and also correlated with the subject´s BMI and age. The AELR system showed accuracy and reproducibility levels that make it suitable to be used in large epidemiological and screening studies in emerging countries.
Keywords :
biomedical ultrasonics; cardiovascular system; image resolution; image segmentation; measurement errors; medical image processing; ultrasonic imaging; AtheroEdge; AtheroEdgeLowRes; AtheroPoint; Reader manual tracing; automated intima media thickness estimation; benchmarking; body mass index correlation; cardiovascular risk factors; carotid ultrasound intima media thickness measurement; dual-snake segmentation technique; epidemiological study; image collection; image quality; image resolution; innovative penalty function; intima media thickness measurement error; low-end ultrasound machine; low-quality carotid ultrasound image database; Atherosclerosis; Biomedical measurement; Computers; Correlation; Image segmentation; Ultrasonic imaging; Ultrasonic variables measurement;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6610257