JOURNAL ARTICLE

<title>Fast restoration of atmospherically blurred images</title>

James G. NagyRobert J. PlemmonsTodd C. Torgersen

Year: 1994 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 2296 Pages: 542-553   Publisher: SPIE

Abstract

This paper concerns solving deconvolution problems for atmospherically blurred images by the preconditioned conjugate gradient algorithm, where a new approximate inverse preconditioner is used to increase the rate of convergence. Removing a linear, shift-invariant blur from a signal or image can be accomplished by inverse or Wiener filtering, or by an iterative least squares deblurring procedure. Because of the ill-posed characteristics of the deconvolution problem, in the presence of noise, filtering methods often yield poor results. On the other hand, iterative methods often suffer from slow convergence at high spatial frequencies. Theoretical results are established to show that fast convergence for our iterative algorithm can be expected, and test results are reported for a ground-based astronomical imaging problem.

Keywords:
Deblurring Deconvolution Image restoration Blind deconvolution Conjugate gradient method Inverse problem Iterative method Algorithm Wiener filter Wiener deconvolution Convergence (economics) Preconditioner Mathematics Computer science Iterative reconstruction Computer vision Image (mathematics) Image processing Mathematical analysis

Metrics

3
Cited By
1.30
FWCI (Field Weighted Citation Impact)
0
Refs
0.76
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Statistical and numerical algorithms
Physical Sciences →  Mathematics →  Applied Mathematics
Advanced Image Fusion Techniques
Physical Sciences →  Engineering →  Media Technology
Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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