Title
Optical flow active contours with primitive shape priors for echocardiography
Abstract
Accurate delineation of object borders is highly desirable in echocardiography, especially at the left ventricle. Among other model-based techniques, active contours (or snakes) provide a unique and powerful approach to image analysis. In this work, we propose the use of a new external energy for a gradient vector flow (GVF) snake, being the optical flow of a moving sequence (modeling the mechanical movement of the heart). This external energy can provide additional information to the active contour model garnering adequate results for moving sequences. An automatic iterative primitive shape prior was also applied in order to further improve the results of a GVF snake, when dealing with especially noisy echocardiographic images. Results were compared with expert-defined segmentations yielding acceptable sensitivity, precision rate and overlap ratio performance.
Year
DOI
Venue
2010
10.1155/2010/836753
EURASIP J. Adv. Sig. Proc.
Keywords
Field
DocType
external energy,accurate delineation,additional information,new external energy,active contour model,primitive shape prior,gradient vector flow,optical flow,gvf snake,acceptable sensitivity,active contour
Active contour model,Computer vision,Segmentation,Edge detection,Computer science,Image processing,Vector flow,Artificial intelligence,Motion estimation,Speckle noise,Optical flow
Journal
Volume
Issue
ISSN
2010,
1
1687-6180
Citations 
PageRank 
References 
9
0.62
19
Authors
2
Name
Order
Citations
PageRank
Ali K. Hamou1222.81
Mahmoud R. El-Sakka28114.17