TY - GEN
T1 - Numerical invariantization for morphological PDE schemes
AU - Welk, Martin
AU - Kim, Pilwon
AU - Olver, Peter J.
PY - 2007
Y1 - 2007
N2 - Based on a new, general formulation of the geometric method of moving frames, invariantization of numerical schemes has been established during the last years as a powerful tool to guarantee symmetries for numerical solutions while simultaneously reducing the numerical errors. In this paper, we make the first step to apply this framework to the differential equations of image processing. We focus on the Hamilton-Jacobi equation governing dilation and erosion processes which displays morphological symmetry, i.e. is invariant under strictly monotonically increasing transformations of gray-values. Results demonstrate that invariantization is able to handle the specific needs of differential equations applied in image processing, and thus encourage further research in this direction.
AB - Based on a new, general formulation of the geometric method of moving frames, invariantization of numerical schemes has been established during the last years as a powerful tool to guarantee symmetries for numerical solutions while simultaneously reducing the numerical errors. In this paper, we make the first step to apply this framework to the differential equations of image processing. We focus on the Hamilton-Jacobi equation governing dilation and erosion processes which displays morphological symmetry, i.e. is invariant under strictly monotonically increasing transformations of gray-values. Results demonstrate that invariantization is able to handle the specific needs of differential equations applied in image processing, and thus encourage further research in this direction.
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U2 - 10.1007/978-3-540-72823-8_44
DO - 10.1007/978-3-540-72823-8_44
M3 - Conference contribution
AN - SCOPUS:37249051028
SN - 9783540728221
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 508
EP - 519
BT - Scale Space and Variational Methods in Computer Vision, First International Conference, SSVM 2007, Proceedings
PB - Springer Verlag
T2 - 1st International Conference on Scale Space and Variational Methods in Computer Vision, SSVM 2007
Y2 - 30 May 2007 through 2 June 2007
ER -