Title :
Blind estimation of PSF for out of focus video data
Author :
Shekarforoush, H. ; Chellappa, R.
Author_Institution :
Center for Autom. Res., Maryland Univ., College Park, MD, USA
Abstract :
A method has been proposed for blindly estimating the point spread function (PSF) of video data. The PSFs of the images in a sequence are assumed to be of compact support and hence admit FIR modeling. The zeros (roots) of the optical transfer function (OTF)-i.e. the Fourier transform of the PSF-are first estimated by locating the singularities of the magnitude of the cross power spectrum. These roots are then used for spectrum factorization leading to complete polynomial approximation of the OTF. It has been shown that a 2D spectrum can be factorized under the assumption of local isotropy around the roots
Keywords :
FIR filters; image sequences; optical transfer function; parameter estimation; poles and zeros; polynomial approximation; spectral analysis; video signal processing; 2D spectrum; FIR modeling; Fourier transform; PSF; blind estimation; cross power spectrum; optical transfer function; out of focus video data; point spread function; polynomial approximation; roots; sequence; singularities; spectrum factorization; zeros; Adaptive estimation; Automation; Blindness; Educational institutions; Finite impulse response filter; Fourier transforms; Higher order statistics; Parametric statistics; Polynomials; Transfer functions;
Conference_Titel :
Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
0-8186-8821-1
DOI :
10.1109/ICIP.1998.999057