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
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