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19 November 1999 Image restoration with an a-priori estimation of the point spread function
Konstantin T. Protasov, Vladimir V. Belov, Nikolai V. Molchunov
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Proceedings Volume 3983, Sixth International Symposium on Atmospheric and Ocean Optics; (1999) https://doi.org/10.1117/12.370488
Event: Sixth International Symposium on Atmospheric and Ocean Optics, 1999, Tomsk, Russian Federation
Abstract
An approach to the deconvolution of images of the Earth's underlying surface considering the distorting effect of the atmosphere is considered. The peculiarity of this approach is that the point spread function (PSF) used in the linear model of image restoration is unknown and should be estimated a priori. To this end the same image is used and information that the observable scene comprises objects with contrast brightness gradients. The Gumbel distribution of extremal values is taken as a stochastic model of image fragments with high gradients. For the alternative the family of the Johnson curves has been chosen. The Bayes decision rule based on these distributions identifies the external gradients. The brightness variations of a blurred image fragment along the gradients serve as a material for the PSF restoration. The image itself is restored with the use of a standard approach. An example is given to illustrate the PSF and blurred image restoration.
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Konstantin T. Protasov, Vladimir V. Belov, and Nikolai V. Molchunov "Image restoration with an a-priori estimation of the point spread function", Proc. SPIE 3983, Sixth International Symposium on Atmospheric and Ocean Optics, (19 November 1999); https://doi.org/10.1117/12.370488
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KEYWORDS
Point spread functions
Image restoration
Atmospheric modeling
Image analysis
Digital imaging
Image quality
Earth's atmosphere
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