Search results for "Tikhonov regularization"

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Evaluation of the areal material distribution of paper from its optical transmission image

2011

International audience; The goal of this study was to evaluate the areal mass distribution (defined as the X-ray transmission image) of paper from its optical transmission image. A Bayesian inversion framework was used in the related deconvolution process so as to combine indirect optical information with a priori knowledge about the type of paper imaged. The a priori knowledge was expressed in the form of an empirical Besov space prior distribution constructed in a computationally effective way using the wavelet transform. The estimation process took the form of a large-scale optimization problem, which was in turn solved using the gradient descent method of Barzilai and Borwein. It was de…

[PHYS]Physics [physics]ta114Computer scienceGaussianWavelet transform010103 numerical & computational mathematicsCondensed Matter Physics01 natural sciences030218 nuclear medicine & medical imagingElectronic Optical and Magnetic MaterialsTikhonov regularization03 medical and health sciencessymbols.namesake0302 clinical medicinePrior probabilityPhysical SciencessymbolsBesov spaceA priori and a posterioriDeconvolution0101 mathematicsGradient descentInstrumentationAlgorithm
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