@InProceedings{ZibettiMayeBaza:2008:ReSiSu,
author = "Zibetti, Marcelo Victor Wust and Mayer, Joceli and Bazan,
Ferm{\'{\i}}n Sinforiano Viloche",
affiliation = "{Federal University of Santa Catarina} and {Federal University of
Santa Catarina} and {Federal University of Santa Catarina}",
title = "Regularized simultaneous super-resolution with automatic
determination of the parameters",
booktitle = "Proceedings...",
year = "2008",
editor = "Jung, Cl{\'a}udio Rosito and Walter, Marcelo",
organization = "Brazilian Symposium on Computer Graphics and Image Processing, 21.
(SIBGRAPI)",
publisher = "IEEE Computer Society",
address = "Los Alamitos",
keywords = "simultaneous super-resolution, regularization, Bayesian
estimation, JMAP.",
abstract = "We derive a novel method for automatic determination of the
regularization parameters applicable for the class of simultaneous
super-resolution (SR) algorithms. The proposed method is based on
the classical joint maximum a posteriori (JMAP) estimation
technique, which is a fast alternative to estimate the parameters.
Unfortunately, the classical JMAP technique can be unstable and
generates multiple local minima. In order to stabilize the JMAP
estimation, while achieving a cost function with a unique global
solution, we derive an improved solution by modeling the JMAP
hyperparameters with a gamma prior distribution. Experimental
results illustrate the effectiveness of the proposed method for
automatic determination of the regularization parameters for the
simultaneous SR. We also contrast the proposed method to a
reference method named KNOWN. KNOWN is a MAP based simultaneous SR
algorithm where the parameters are fixed, either known a priori or
extracted from the high-resolution frames which are not usually
available in practice.",
conference-location = "Campo Grande, MS, Brazil",
conference-year = "12-15 Oct. 2008",
doi = "10.1109/SIBGRAPI.2008.21",
url = "http://dx.doi.org/10.1109/SIBGRAPI.2008.21",
language = "en",
ibi = "6qtX3pFwXQZG2LgkFdY/UMG46",
url = "http://urlib.net/ibi/6qtX3pFwXQZG2LgkFdY/UMG46",
targetfile = "zibetti-SimultaneousParameter.pdf",
urlaccessdate = "2024, May 02"
}