Title :
Vector median filters, morphology, and PDE´s: theoretical connections
Author :
Caselles, Vicent ; Sapiro, Guillermo ; Chung, Do Hyun
Author_Institution :
Fac. de Inf., Univ. Pompeu Fabra, Barcelona, Spain
Abstract :
We formally connect between vector median filters, morphological operators, and geometric partial differential equations. Considering a lexicographic order, which permits us to define an order between vectors in IRN, we first show that the vector median filter of a vector valued image is equivalent to a collection of infimum-supremum morphological operations. We then proceed and study the asymptotic behavior of this filter. We also provide an interpretation of the infinitesimal iteration of this vectorial median filter in terms of systems of coupled geometric partial differential equations. The main component of the vector evolves according to curvature motion, while, intuitively, the others regularly deform their level sets toward those of this main component. These results extend to the vector case classical connections between scalar median filters, mathematical morphology, and mean curvature motion
Keywords :
mathematical morphology; median filters; partial differential equations; vectors; PDEs; asymptotic behavior; coupled geometric partial differential equations; curvature motion; geometric partial differential equations; infimum-supremum morphological operations; infinitesimal iteration; level sets; lexicographic order; mathematical morphology; mean curvature motion; morphological operators; morphology; scalar median filters; vector case classical connections; vector median filters; vector valued image; Anisotropic magnetoresistance; Computer aided software engineering; Filtering; Filters; Image enhancement; Image processing; Morphological operations; Morphology; Partial differential equations; Pixel;
Conference_Titel :
Image Processing, 1999. ICIP 99. Proceedings. 1999 International Conference on
Conference_Location :
Kobe
Print_ISBN :
0-7803-5467-2
DOI :
10.1109/ICIP.1999.819573