Title : 
Reconstruction of astronomical images from low-photon image sequence: study for Gaussian displacements
         
        
            Author : 
Cabanillas, Stéphanie ; Guillaume, M. ; Réfrégier, P. Hilippe
         
        
            Author_Institution : 
Fresnel Inst., ENSPM, Marseille, France
         
        
        
        
        
        
            Abstract : 
In the restoration of images from low photon-level data, an estimate of the reconstructed image is often carried out in the general framework of Bayesian statistical estimation. We have developed a new method (Guillaume et al. 1998) for image reconstruction from a sequence of low photon-level and translated astronomical images. We research the maximum a posteriori estimate of the translations to reconstruct a clean image, for data described by a Poisson law. We present results obtained with an optimal algorithm for random, Gaussian and correlated or non-correlated displacements of the images, and we show that taking into account the displacements´ nature can improve results
         
        
            Keywords : 
Gaussian processes; astronomical techniques; astronomy computing; image restoration; image sequences; maximum likelihood estimation; stochastic processes; ultraviolet astronomy; Gaussian displacements; Poisson law; astronomical images; clean image; correlated displacements; low-photon image sequence; maximum a posteriori estimate; noncorrelated displacements; optimal algorithm; random displacements; reconstructed image; restoration; Bayesian methods; Detectors; Entropy; Image processing; Image reconstruction; Image restoration; Image sequences; Physics; Pixel; Statistics;
         
        
        
        
            Conference_Titel : 
Image and Signal Processing and Analysis, 2000. IWISPA 2000. Proceedings of the First International Workshop on
         
        
            Conference_Location : 
Pula
         
        
            Print_ISBN : 
953-96769-2-4
         
        
        
            DOI : 
10.1109/ISPA.2000.914888