Title :
When is a Discrete Diffusion a Scale-Space?
Author :
Ramunas Girdziusas;Jorma Laaksonen
Author_Institution :
Laboratory of Computer and Information Science, Helsinki University of Technology, P.O.Box 5400, FI-02015 TKK, FINLAND. Ramunas.Girdziusas@tkk.fi
Abstract :
Necessary and sufficient conditions are discussed which state when the Euler-inspired forward diffusion in a discrete space-time is a scale-space in the sense of both the total and sign variation diminishing. We emphasize that the problem is algebraic and reduces to characterization of the elements of the generalized Laplacian so that the diffusion propagators are positive definite. As a key-product, explicit analytical expressions are found for the principal minors of the frequently-applied class of tridiagonal (Jacobi) matrices. Further generalizations are outlined by introducing novel techniques of evaluating matrix determinants.
Keywords :
"Jacobian matrices","Laplace equations","Laboratories","Information science","Space technology","Sufficient conditions","Smoothing methods","Noise measurement","Focusing","Signal resolution"
Conference_Titel :
Computer Vision, 2007. ICCV 2007. IEEE 11th International Conference on
Print_ISBN :
978-1-4244-1630-1
Electronic_ISBN :
2380-7504
DOI :
10.1109/ICCV.2007.4408895