CSDL Home IEEE Transactions on Pattern Analysis & Machine Intelligence 2012 vol.34 Issue No.04 - April
Issue No.04 - April (2012 vol.34)
Nidhal Bouaynaya , University of Arkansas at Little Rock, Little Rock
Mohammed Charif-Chefchaouni , Institut National des Postes et Telecommunications, Rabat
Dan Schonfeld , University of Illinois at Chicago, Chicago
In this paper, we present a comprehensive analysis of self-dual and m--idempotent operators. We refer to an operator as m-idempotent if it converges after m iterations. We focus on an important special case of the general theory of lattice morphology: spatially variant morphology, which captures the geometrical interpretation of spatially variant structuring elements. We demonstrate that every increasing self-dual morphological operator can be viewed as a morphological center. Necessary and sufficient conditions for the idempotence of morphological operators are characterized in terms of their kernel representation. We further extend our results to the representation of the kernel of m-idempotent morphological operators. We then rely on the conditions on the kernel representation derived and establish methods for the construction of m--idempotent and self-dual morphological operators. Finally, we illustrate the importance of the self-duality and m-idempotence properties by an application to speckle noise removal in radar images.
Mathematical morphology, spatially-invariant mathematical morphology, duality, idempotence.
Nidhal Bouaynaya, Mohammed Charif-Chefchaouni, Dan Schonfeld, "M-Idempotent and Self-Dual Morphological Filters", IEEE Transactions on Pattern Analysis & Machine Intelligence, vol.34, no. 4, pp. 805-813, April 2012, doi:10.1109/TPAMI.2011.244