Title :
Nonlocal morphological levelings by partial difference equations over weighted graphs
Author :
Ta, Vinh-Thong ; Elmoataz, Abderrahim ; Lézoray, Olivier
Author_Institution :
GREYC CNRS UMR 6072, Univ. of Caen Basse-Normandie, Caen
Abstract :
In this paper, a novel approach to mathematical morphology operations is proposed. Morphological operators based on partial differential equations (PDEs) are extended to weighted graphs of the arbitrary topologies by considering partial difference equations. We focus on a general class of morphological filters, the levelings; and propose a novel approach of such filters. Indeed, our methodology recovers classical local PDEs-based levelings in image processing, generalizes them to nonlocal configurations and extends them to process any discrete data that can be represented by a graph. Experimental results show applications and the potential of our levelings to textured image processing, region adjacency graph based multiscale leveling and unorganized data set filtering.
Keywords :
graph theory; image texture; partial differential equations; image processing; image texture; mathematical morphology operations; morphological operators; multiscale leveling; nonlocal configurations; nonlocal morphological levelings; partial difference equations; partial differential equations; unorganized data set filtering; weighted graphs; Application software; Data processing; Difference equations; Filtering; Filters; Image processing; Mathematical model; Morphology; Partial differential equations; Topology;
Conference_Titel :
Pattern Recognition, 2008. ICPR 2008. 19th International Conference on
Conference_Location :
Tampa, FL
Print_ISBN :
978-1-4244-2174-9
Electronic_ISBN :
1051-4651
DOI :
10.1109/ICPR.2008.4761413