Title :
Understanding the structure of diffusive scale-spaces
Author :
Rougon, Nicolas ; Prêteux, Fraçoise
Author_Institution :
Dept. Signal et Image, Inst. Nat. des Telecommun., Evry, France
Abstract :
This paper investigates structural properties of diffusive scale-spaces and develops a Riemannian description based on electromagnetic (EM) field theory. The generalized diffusion equation defining photometric transitions is interpreted as a Lorentz gauge condition expressing the trace Lorentz-invariance of an EM quadripotential with covariant scalar and contravariant vector components, respectively related to photometric and geometric image properties. This gauge condition determines EM quadrifield and quadricharge, which satisfy Maxwell equations. Deriving their general expressions as functions of scale-space geometric or energetic features yields Lorentz-invariants which synthesize intrinsic multiscale image properties
Keywords :
Maxwell equations; edge detection; electromagnetic field theory; gauge field theory; image representation; variational techniques; EM quadricharge; EM quadrifield; EM quadripotential; Lorentz gauge condition; Lorentz-invariance; Maxwell equations; Riemannian description; deformable manifolds; diffusive scale-spaces; electromagnetic field theory; gauge theory; geodesic flow; geometric image; multiscale images; photometric image; variational methods; Anisotropic magnetoresistance; Decision support systems; Filtering; Genetic expression; Geometry; Maxwell equations; Nonlinear equations; Photometry; Shape; Solid modeling;
Conference_Titel :
Pattern Recognition, 1996., Proceedings of the 13th International Conference on
Conference_Location :
Vienna
Print_ISBN :
0-8186-7282-X
DOI :
10.1109/ICPR.1996.547195