DocumentCode :
3198220
Title :
Level set methods and image segmentation
Author :
Yu, Hongchuan ; Wang, Dejun ; Zesheng Tan
Author_Institution :
Dept. of Comput. Sci. & Technol., Tsinghua Univ., Beijing, China
fYear :
2001
fDate :
2001
Firstpage :
204
Lastpage :
208
Abstract :
We discuss some questions for applying level set methods to image segmentation. During image segmentation, it has been found that the level sets function could be changed into a non-distance function with the initial level set function defined as a distance function. This causes some applications to fail, such as coupled surfaces propagation. In addition, the solution existence and uniqueness of the evolving equation in the level set method has not been discussed in detail. We firstly prove that the signed distance function could be presented to the level set function during the evolution of the level set function through the methods presented in (Sethian, 1999; Gomes and Faugeras, 2000). Furthermore, the solution existence and uniqueness of the level set function evolution equations are analyzed in detail under the distance function restriction. It has been proved that the solutions exist, but are not unique. Finally, this conclusion can be validated in the results of implementation on image segmentation
Keywords :
image segmentation; coupled surfaces propagation; distance function; image segmentation; level set function evolution equations; level set methods; nondistance function; Computer science; Equations; Euclidean distance; Image processing; Image segmentation; Level set; Robustness;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Medical Imaging and Augmented Reality, 2001. Proceedings. International Workshop on
Conference_Location :
Shatin, Hong Kong
Print_ISBN :
0-7695-1113-9
Type :
conf
DOI :
10.1109/MIAR.2001.930287
Filename :
930287
Link To Document :
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