DocumentCode :
2828468
Title :
Extraction of road network using amodified active contour approach
Author :
Mssedi, Said ; Ben Salah, Mohamed ; Abdelfattah, Riadh ; Mitiche, Amar
Author_Institution :
Ecole Polytech. de Tunis, Tunis, Tunisia
fYear :
2011
fDate :
11-14 Sept. 2011
Firstpage :
2929
Lastpage :
2932
Abstract :
Road network extraction from digitized map consists in partitioning a map into two different classes (road and background) distinguished with their intensity values and geometric shape. In this paper, we propose a semi-automatic method where user intervention is minimal. We adopt a variational framework where a minimization energy is proposed. Roads are tracked by active contours which evolve according to evolution equations derived from the energy minimization. We consider that the energy is composed of three main terms which have never been combined and used in such application. The first term is the geodesic active contour (GAC) which is contour-based and which evolves toward high gradients in the image. The second term matches the intensity distribution inside the contour with a model distribution. The third term is a geometric constraint which describes the thin structure of routes. The user intervention is restricted to learning the road intensity model.
Keywords :
differential geometry; feature extraction; geophysical image processing; gradient methods; image matching; image segmentation; roads; active contour approach; digitized map; energy minimization; geodesic active contour; geometric shape; gradient method; image matching; intensity distribution; map partitioning; road intensity model; road network extraction; semi-automatic method; Active contours; Equations; Image color analysis; Image edge detection; Level set; Minimization; Roads; Road network; active contour; minimization energy; variational framework;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing (ICIP), 2011 18th IEEE International Conference on
Conference_Location :
Brussels
ISSN :
1522-4880
Print_ISBN :
978-1-4577-1304-0
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2011.6116273
Filename :
6116273
Link To Document :
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