DocumentCode :
3205379
Title :
Automatic Measurement of the Intima-Media Thickness with Active Contour Based Image Segmentation
Author :
Ceccarelli, M. ; De Luca, N. ; Morganella, A.
Author_Institution :
Sannio Univ., Benevento
fYear :
2007
fDate :
4-5 May 2007
Firstpage :
1
Lastpage :
5
Abstract :
A snake-based approach for the automatic detection of the intima-media thickness (IMT) of the far wall of the common carotid artery from sonographic images is proposed. The main problems to be faced are related, from one point, to the high level of speckle noise and, from the other, to the need of an accurate segmentation of the vessel structure for diagnostic purposes. In particular, the detection of the intima layer plays a fundamental role as it represents the initial contour from where the method should start. We propose an automatic segmentation approach which makes use of a first non linear filtering based on anisotropic diffusion followed by an iterative relaxation procedure. Once the intima layer has been detected our method tries to locate an optimal initial contour to detect the wall of the artery by minimizing of a modified energy functional.
Keywords :
biomedical measurement; biomedical ultrasonics; blood vessels; cardiovascular system; diffusion; image denoising; image segmentation; iterative methods; medical image processing; nonlinear filters; speckle; thickness measurement; accurate segmentation; active contour; anisotropic diffusion; artery wall detection; automatic detection; automatic segmentation; cardiovascular events; common carotid artery; diagnostic purposes; image segmentation; intima layer detection; intima-media thickness automatic measurement; iterative relaxation; modified energy functional minimization; nonlinear filtering; snake-based approach; sonographic images; speckle noise; vessel structure; Active contours; Anisotropic magnetoresistance; Carotid arteries; Face detection; Image segmentation; Iterative methods; Maximum likelihood detection; Noise level; Speckle; Thickness measurement; Active contour; Anisotropic diffusion; Energy functional; Intima-media complex; Segmentation; Snake; Speckle;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Medical Measurement and Applications, 2007. MEMEA '07. IEEE International Workshop on
Conference_Location :
Warsaw
Print_ISBN :
1-4244-1080-0
Type :
conf
DOI :
10.1109/MEMEA.2007.4285167
Filename :
4285167
Link To Document :
بازگشت