DocumentCode :
2465685
Title :
Carotid automated ultrasound double line extraction system (CADLES) via Edge-Flow
Author :
Meiburger, Kristen M. ; Molinari, Filippo ; Zeng, Guang ; Saba, Luca ; Suri, Jasjit S.
Author_Institution :
BioLab, Department of Electronics, Politecnico di Torino, Torino, Italy
fYear :
2011
fDate :
Aug. 30 2011-Sept. 3 2011
Firstpage :
575
Lastpage :
578
Abstract :
This paper presents a completely user-independent algorithm, that automatically extracts the far (distal) double line (lumen-intima and media-adventitia) in the carotid artery using an Edge Flow technique (a class of AtheroEdge™ systems) based on directional probability maps using the attributes of intensity and texture. The extracted double line translates into a measure of the intima-media thickness (IMT), a validated marker for the progression of atherosclerosis. The Carotid Automated Double Line Extraction System based on Edge-Flow (CADLES-EF) is characterized and validated by comparing the output of the algorithm with two other completely automatic techniques (CALEXia and CULEXsa) published by the same authors. Validation was performed on a multi-institutional database of 300 longitudinal B-mode carotid images with normal and pathologic arteries. CADLES-EF showed an intima-media thickness (IMT) bias of 0.043±0.097 mm in comparison to CALEXia and CULEXsa that showed 0.134±0.0.88 mm and 0.74±0.092 mm, respectively. The system´s Figure of Merit (FoM) showed an improvement when compared to previous automated methods: CALEXia and CULEXsa, leading to values of 84.7%, 91.5%, while our new approach, CADLES-EF performed the best with 94.8%.
Keywords :
Carotid arteries; Gray-scale; Image edge detection; Image resolution; Image segmentation; Kernel; Ultrasonic imaging; Algorithms; Carotid Arteries; Carotid Artery Diseases; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Ultrasonography;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/IEMBS.2011.6090107
Filename :
6090107
Link To Document :
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