Title :
Solving the 3D watershed over-segmentation problem using the generic adjacency graph
Author :
Moumoun, Lahcen ; El far, Mohamed ; Chahhou, Mohamed ; Gadi, Taoufiq ; Benslimane, Rachid
Author_Institution :
Lab. ASTI, Univ. Hassan 1er, Settat, Morocco
fDate :
Sept. 30 2010-Oct. 2 2010
Abstract :
The watershed transformation is a useful tool for the 3D segmentation. However, over segmentation have become the key problems for the conventional algorithm. This paper presents two new methods for solving these problems. The first method is to establish a generic-adjacencies graph of regions resulting from the application of watershed segmentation and to merge these regions according to a criterion of depth. The second method that works by pre-treatment uses the generic-adjacencies graph of minima to eliminate insignificant ones. In this process we have applied a hybrid criterion of depth and concavity/convexity to obtain the significant minima, these latter will subsequently pass to the watershed segmentation for a 3D object parting. The results show the effectiveness of the proposed approach. Indeed, the use of the adjacency graph allowed us to reduce processing time. Our ways permit therefore to get a fast and efficient segmentation of 3D mesh models.
Keywords :
graphs; image segmentation; mesh generation; solid modelling; 3D mesh model; 3D object parting; 3D segmentation; generic adjacency graph; watershed transformation; Clustering algorithms; Computational modeling; Feature extraction; Merging; Programming; Shape; Three dimensional displays; 3D mesh; OFF format; VRML; adjacency graph; generic programming; hierarchical merging; hierarchical queue; principal curvature; watershed segmentation;
Conference_Titel :
I/V Communications and Mobile Network (ISVC), 2010 5th International Symposium on
Conference_Location :
Rabat
Print_ISBN :
978-1-4244-5996-4
DOI :
10.1109/ISVC.2010.5656301