This paper deals with the problem of accurate position, orientation and scale estimation (localization) of objects in images, in the context of the Laguerre-Gauss Transform (GLT) theory. The solution proposed here is based on the maximization of the Maximum Likelihood functional, expressed by means of the Laguerre-Gauss expansion of the object and of the observed image. The original computational complexity of the problem, which would imply maximization over a four dimensional parameter space, is drastically reduced taking advantage of properties of the GLT image representation system.

Carli, M., Coppola, F., Jacovitti, G., Neri, A. (2002). Translation, orentation, and scale estimation based on Laguerre-Gauss circular harmonic pyramids. In Image Processing: Algorithms and Systems [10.1117/12.468017].

Translation, orentation, and scale estimation based on Laguerre-Gauss circular harmonic pyramids

CARLI, Marco;NERI, Alessandro
2002-01-01

Abstract

This paper deals with the problem of accurate position, orientation and scale estimation (localization) of objects in images, in the context of the Laguerre-Gauss Transform (GLT) theory. The solution proposed here is based on the maximization of the Maximum Likelihood functional, expressed by means of the Laguerre-Gauss expansion of the object and of the observed image. The original computational complexity of the problem, which would imply maximization over a four dimensional parameter space, is drastically reduced taking advantage of properties of the GLT image representation system.
2002
9780819444073
Carli, M., Coppola, F., Jacovitti, G., Neri, A. (2002). Translation, orentation, and scale estimation based on Laguerre-Gauss circular harmonic pyramids. In Image Processing: Algorithms and Systems [10.1117/12.468017].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11590/161042
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