Title :
Analysis of intima media thickness in ultrasound carotid artery images using level set segmentation without re-initialization
Author :
Sumathi, K. ; Mahesh, V. ; Ramakrishnan, S.
Author_Institution :
Dept. of ECE, Sri Sairam Eng. Coll., Chennai, India
Abstract :
Carotid wall analysis using ultrasound image is a challenging task for the diagnosis of cardiovascular pathologies. Intima-Media Thickness (IMT) is the marker of the progression of atheroscelerosis in carotid arteries which leads to stroke. In this paper, an attempt has been made to detect the IMT of far wall, using level set segmentation method based on edge map without re-initialisation. Geometric features such as equivalent diameter, solidity and extent are extracted from the normal and abnormal images. Results show that the proposed method is able to extract the boundary of far wall despite the presence of noise in ultrasound images. The features show distinct variation between normal and abnormal images. Its values are higher in abnormal compared to normal images. Among all the features, extent shows high variation between normal and abnormal images. Hence, this method of analysis could be used in early identification of cardiovascular diseases.
Keywords :
blood vessels; cardiovascular system; diseases; feature extraction; image denoising; image segmentation; medical image processing; ultrasonic imaging; atheroscelerosis; cardiovascular diseases; cardiovascular pathologies; carotid wall analysis; edge map; equivalent diameter; geometric feature extraction; intima media thickness analysis; level set segmentation method; noise; solidity; stroke; ultrasound carotid artery images; Carotid arteries; Diseases; Feature extraction; Image edge detection; Image segmentation; Level set; Ultrasonic imaging; Atheroscelerosis; Carotid plaque; Intima-media thickness (IMT); Ultrasound images;
Conference_Titel :
Informatics, Electronics & Vision (ICIEV), 2014 International Conference on
Print_ISBN :
978-1-4799-5179-6
DOI :
10.1109/ICIEV.2014.7136009