DocumentCode
2567941
Title
Automatic detection of calcified lesions in the descending aorta using contrast enhanced CT scans
Author
Shahzad, R. ; Schaap, M. ; Goncalves, F.B. ; Metz, C.T. ; Tang, H. ; van Walsum, T. ; Moelker, A. ; van Vliet, L.J. ; Niessen, W.J.
Author_Institution
Dept. of Radiol. & Med. Inf., Erasmus MC, Rotterdam, Netherlands
fYear
2012
fDate
2-5 May 2012
Firstpage
250
Lastpage
253
Abstract
In clinical practice, detection and quantification of calcified lesions in the coronary arteries and aorta is normally performed on non contrast enhanced Computed Tomography (CT) scans. This CT scan is generally followed by a contrast enhanced angiography (CTA) scan for better plaque visualization. We propose and evaluate a method for the detection of calcified lesions on CTA scans. Calcium lesion detection is straightforward on a CT scan, however performing the same task on a contrast enhanced angiography (CTA) scan is challenging, as the intensity of the contrast enhanced vessel lumen is very similar to that of calcium. Our method is based on semi-automatic centreline extraction and subsequent segmentation of high intensity objects to detect calcified lesions in the descending aorta. The method is evaluated on 19 datasets, and the results are compared to manual detection of calcifications on the CT scan. The proposed method has an accuracy of 82.4%, and 91% of the calcified lesions were successfully detected on the CTA scans.
Keywords
blood vessels; computerised tomography; diagnostic radiography; image segmentation; medical image processing; CTA scans; automatic detection; calcified lesions; calcium lesion detection; clinical practice; contrast enhanced CT scans; contrast enhanced angiography scan; contrast enhanced vessel lumen; coronary arteries; datasets; descending aorta; noncontrast enhanced computed tomography scans; plaque visualization; semiautomatic centreline extraction; Arteries; Biomedical imaging; Calcium; Computed tomography; Feature extraction; Image segmentation; Lesions; Aorta; CT; CTA; Calcified plaque; calcium detection;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
Conference_Location
Barcelona
ISSN
1945-7928
Print_ISBN
978-1-4577-1857-1
Type
conf
DOI
10.1109/ISBI.2012.6235531
Filename
6235531
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