Title :
Skeletonization of two-dimensional shapes via fast numerical calculation of vector fields
Author :
Homem, Murillo R P ; Costa, Luciano Da F ; Mascarenhas, Nelson D A
Author_Institution :
Inst. de Fisica, Univ. de Sao Paulo, Sao Carlos, Brazil
Abstract :
We propose an approach for efficient two-dimensional skeletonization of binary shapes through numerical calculation of vector fields and curvature estimation by using the Weingarten formulae. It can be shown that potential valleys generated by vector fields have a close relationship with the definition of intensity axis of symmetry. Given a binary image, the algorithm consists in generating a grayscale image corresponding to the magnitude of a vector field followed by a search of the points that belong to the bottom of the potential valleys or regions with minimum magnitude. It can be shown that these points provide a good approximation to the medial axis of the object in study. Also, the proposed method demonstrated good performance due to the fact that the vector field can be easily and rapidly calculated using the fast Fourier transform algorithm.
Keywords :
curvature measurement; fast Fourier transforms; image thinning; vectors; Weingarten formulae; binary image; binary shapes; curvature estimation; fast Fourier transform algorithm; grayscale image; intensity axis of symmetry; medial axis approximation; performance; two-dimensional skeletonization; valley search; vector fields; Algorithm design and analysis; Fast Fourier transforms; Fourier transforms; Geometry; Gray-scale; Home computing; Image generation; Pattern analysis; Shape; Skeleton;
Conference_Titel :
Computer Graphics and Image Processing, 2004. Proceedings. 17th Brazilian Symposium on
Print_ISBN :
0-7695-2227-0
DOI :
10.1109/SIBGRA.2004.1352950