Ali K. Hamou and Mahmoud R. El-Sakka, "Optical Flow Active
Contours with Primitive Shape Priors for Echocardiography",
EURASIP Journal on Advances in Signal Processing, Vol. 2010,
(10 pages).
Abstract
Accurate delineation of object borders is a 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.