Title :
A variationally based weighted re-initialization method for geometric active contours
Author :
Merino-Caviedes, S. ; Vegas-Sánchez, G. ; Pérez, M.T. ; Aja-Fernández, S. ; Martín-Fernández, M.
Author_Institution :
Lab. of Image Process., Univ. of Valladolid, Valladolid, Spain
Abstract :
In geometric active contour algorithms, a re-initialization step must be performed by the level set function to remain close to a signed distance function, in order to avoid numerical instabilities. We propose a new re-initialization method that may be employed as a standalone method to recover the signed distance condition, or may be embedded directly into a variational framework as an additional term for the energy functional. Its purpose is to make the pixels near the propagating contour be less affected by the re-initialization. Experimental results show that whereas previous approaches change the position of the zero level set, our method keeps it virtually unchanged.
Keywords :
echocardiography; image segmentation; medical image processing; echocardiography; geometric active contours; left atrium; left ventricle; segmentation; signed distance function; variationally based weighted re-initialization; zero level set; Active contours; Biomedical imaging; Echocardiography; Image processing; Image segmentation; Laboratories; Level set; Mathematics; Robustness; Switches; Level set re-initialization; echocardiography; image segmentation; variational methods;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
Conference_Location :
Rotterdam
Print_ISBN :
978-1-4244-4125-9
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2010.5490134