DocumentCode :
604500
Title :
Fast projection algorithms for level set evolution in Potts model
Author :
Jing Wang ; Zhenkuan Pan ; Yongguo Zheng ; Jinming Duan
Author_Institution :
Coll. of Inf. Sci. & Eng., Shandong Univ. of Sci. & Technol., Qingdao, China
fYear :
2012
fDate :
29-31 Dec. 2012
Firstpage :
1598
Lastpage :
1602
Abstract :
Potts model is a basic variational model for multiphase image segmentation. Under the variational level set framework, the model is usually implemented by solving a gradient descent equation derived from energy functional minimization together with re-initialization process to preserve the level set function as a signed distance function. Because of the existence of complicated curvature terms in the PDE equations and the time-consuming re-initialization process, this method is with low computation efficiency. In this paper, we combine the Split Bregman algorithm, Dual method together with a very simple projection method to overcome the problems mentioned above. We name these two methods as Split Bregman Projection Method(SBPM) and Dual Split Bregman Projection Method(DSBPM). They naturally preserve the level set function as a signed distance function during the evolution without the initialization process. These methods are compared with traditional method and the ones proposed by other authors according to some numerical experiments. These examples demonstrate that our proposed methods are of higher efficiency than the other ones and can segment images quickly.
Keywords :
gradient methods; image segmentation; partial differential equations; DSBPM; PDE equations; Potts model; SBPM; dual split Bregman projection method; energy functional minimization; fast projection algorithms; gradient descent equation; level set evolution; multiphase image segmentation; re-initialization process; signed distance function; split Bregman projection method; variational level set framework; Dual Split Bregman Projection Method; Multiphase image segmentation; Potts model; Split Bregman Projection Method; Variational level set method;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Science and Network Technology (ICCSNT), 2012 2nd International Conference on
Conference_Location :
Changchun
Print_ISBN :
978-1-4673-2963-7
Type :
conf
DOI :
10.1109/ICCSNT.2012.6526225
Filename :
6526225
Link To Document :
بازگشت