DocumentCode :
3217726
Title :
Left ventricular contour extraction from cardiac MR images using CB and random walks approach
Author :
Dakua, S.P. ; Sahambi, J.S.
Author_Institution :
Dept. of Electron. & Commun. Eng., Indian Inst. of Technol. Guwahati, Guwahati, India
fYear :
2009
fDate :
9-11 Dec. 2009
Firstpage :
276
Lastpage :
281
Abstract :
In today´s world, increasing life expectation have made the heart failures of important concern. For clinical diagnosis, parameters for the condition of heart are needed. Accurate and fast image segmentation algorithms are of paramount importance prior to the calculation of these parameters. An automatic method for segmenting the cardiac magnetic resonance (CMR) images is always desired to increase the accuracy. We prefer random walk method due to its noise robustness and unconditional approach over other segmentation algorithms. Performance of the method solely depends on the selection of initial seeds, which uses to be decided manually. But there are some hurdles while applying this method to CMR images, due to their color complexity unlike general images. So the main objective to select the number and placement of seeds automatically. We obtain this with use of cantilever beam (CB) equation in association with a variable threshold technique. The highlight of our method is its ability to succeed with minimum number of initial seeds.
Keywords :
biomedical MRI; cardiology; feature extraction; image segmentation; medical image processing; random processes; cantilever beam equation; cardiac magnetic resonance images; color complexity; heart failures; image segmentation; left ventricular contour extraction; life expectation; noise robustness; random walk method; variable threshold technique; Biomedical imaging; Gaussian noise; Heart; Image analysis; Image segmentation; Magnetic noise; Magnetic resonance; Medical diagnostic imaging; Noise robustness; Pixel; Cardiac magnetic resonance image; adaptive threshold; cantilever beam; noise variance; random walker;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Nature & Biologically Inspired Computing, 2009. NaBIC 2009. World Congress on
Conference_Location :
Coimbatore
Print_ISBN :
978-1-4244-5053-4
Type :
conf
DOI :
10.1109/NABIC.2009.5393719
Filename :
5393719
Link To Document :
بازگشت