DocumentCode :
2833153
Title :
Blind deconvolution of images and small-extent point-spread functions using resultant matrices
Author :
Yagle, Andrew E.
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Michigan Univ., Ann Arbor, MI, USA
Volume :
3
fYear :
2000
fDate :
2000
Firstpage :
786
Abstract :
The 2-D blind deconvolution problem is to reconstruct an image having known finite spatial extent from its 2-D convolution with an also-unknown point-spread function. This is significantly more difficult than the typical image restoration problem of deconvolving a known blurring function. Many methods for solving this problem are iterative but not POCS, and they tend to stagnate. We present a completely novel approach that assumes the unknown point-spread function varies slowly in the 2-D Z-transform domain, as would be the case if the point-spread function had small spatial extent. Sampling the problem along one axis in the 2-D Z-transform domain, and assuming the image transform varies between samples while the point-spread function transform does not, results in an approximate polynomial greatest common divisor problem. This can be solved by finding the eigenvector associated with the minimum eigenvalue of a resultant matrix. Repeating for several samples allows the point-spread function to be reconstructed using Lagrange interpolation
Keywords :
Z transforms; deconvolution; eigenvalues and eigenfunctions; image reconstruction; image restoration; iterative methods; optical transfer function; polynomial approximation; 2D Z-transform domain; 2D blind image deconvolution; Lagrange interpolation; approximate polynomial greatest common divisor; blurring function; eigenvector; image reconstruction; image samples; image transform; iterative methods; minimum eigenvalue; resultant matrices; small-extent point-spread functions; Convolution; Deconvolution; Eigenvalues and eigenfunctions; Image reconstruction; Image restoration; Image sampling; Interpolation; Iterative methods; Lagrangian functions; Polynomials;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2000. Proceedings. 2000 International Conference on
Conference_Location :
Vancouver, BC
ISSN :
1522-4880
Print_ISBN :
0-7803-6297-7
Type :
conf
DOI :
10.1109/ICIP.2000.899572
Filename :
899572
Link To Document :
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