Title :
Regularized reconstruction of irregularly sampled scalar light fields
Author :
Uzunov, Vladislav ; Gotchev, Atanas ; Egiazarian, Karen
Author_Institution :
Dept. of Signal Process., Tampere Univ. of Technol., Tampere, Finland
Abstract :
This paper addresses the problem of reconstruction of a monochromatic light field based on data points, irregularly distributed within a volume of interest. Such set up is considered to serve a wide area of applications related with three-dimensional display and beam shaping, where physically inconsistent input data is commonly available. Finite-dimensional models of scalar light fields are used to state the reconstruction problem as matrix inversion. Regularized inversion is done by the Tikhonov method, implemented by the iterative algorithm of conjugate gradients. The problem proves to be ill-posed, where the data points inconsistency is fully compensated by the regularized inversion, showing to be attractive for any application.
Keywords :
holography; image reconstruction; iterative methods; optical pulse shaping; 3D display; Tikhonov method; beam shaping; computer generated holography; conjugate gradients; finite-dimensional model; irregularly sampled scalar light field; iterative algorithm; matrix inversion; regularized inversion; regularized reconstruction; Computational modeling; Data models; Diffraction; Image reconstruction; Iterative methods; Numerical models; Three dimensional displays;
Conference_Titel :
Information Optics (WIO), 2010 9th Euro-American Workshop on
Conference_Location :
Helsinki
Print_ISBN :
978-1-4244-8226-9
Electronic_ISBN :
978-1-4244-8227-6
DOI :
10.1109/WIO.2010.5582493