Title :
A computational efficient external energy for active contour segmentation using edge propagation
Author :
De Vylder, Jonas ; Philips, Wilfried
Author_Institution :
Dept. of Telecommun. & Inf. Process., Ghent Univ., Ghent, Belgium
Abstract :
Active contours or snakes are widely used for segmentation and tracking. We propose a new active contour model, which converges reliably even when the initialization is far from the object of interest. The proposed segmentation technique uses an external energy function where the energy slowly decreases in the vicinity of an edge. This new energy function is calculated using an efficient dual scan line algorithm. The proposed energy function is tested on computational speed, its effect on the convergence speed of the active contour and the segmentation result. The proposed method gets similar segmentation results as the gradient vector flow active contours, but the energy function needs much less time to calculate.
Keywords :
convergence; edge detection; gradient methods; image segmentation; vectors; active contour segmentation; convergence speed; dual scan line algorithm; edge propagation; external energy function; gradient vector flow active contour; snakes; Active contours; Convergence; Force; Image edge detection; Image segmentation; Pixel; Shape; Active Contours; Complexity theory; Image Analysis; Image Segmentation;
Conference_Titel :
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-7992-4
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2010.5654343