DocumentCode :
398353
Title :
PDE-based modeling of image segmentation using volumic flooding
Author :
Sofou, Anastasia ; Maragos, Petros
Author_Institution :
Sch. of Electr. & Comput. Eng., Nat. Tech. Univ. of Athens, Greece
Volume :
2
fYear :
2003
fDate :
14-17 Sept. 2003
Abstract :
The classical case of morphological segmentation is based on the watershed transform, constructed by flooding the gradient image, which is seen as a topographic surface, with constant height speed. Changing the flooding criteria, (e.g. constant-speed height, area or volume) yields different segmentation results. In the field of PDEs and curve evolution the classic watershed transform can be modelled as the solution of an eikonal PDE. In this paper we model the watershed segmentation based on a volume flooding criterion via a different eikonal PDE. Then we solve this PDE using the fast marching method, which is a specific algorithm from the methodology of level sets. In addition, we attempt to exploit the advantages of image segmentation using PDE-based volume flooding over the classic height flooding.
Keywords :
image segmentation; partial differential equations; eikonal PDE; fast marching method; gradient image; image segmentation; volumic flooding; watershed transform; Floods; Image segmentation; Lakes; Level set; Robustness; Shape; Surface morphology; Surface topography; Surface waves; Water resources;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
ISSN :
1522-4880
Print_ISBN :
0-7803-7750-8
Type :
conf
DOI :
10.1109/ICIP.2003.1246709
Filename :
1246709
Link To Document :
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