JOURNAL ARTICLE

<title>Study on improving iterative image restoration</title>

Joon Il MoonJoonki Paik

Year: 1996 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 2727 Pages: 1450-1461   Publisher: SPIE

Abstract

In the present paper we propose two new improved iterative restoration algorithms. One is to accelerate convergence of the steepest descent method using the improved search directions. The other is also a fast iterative algorithm based on preconditioning. The preconditioner in the proposed algorithm can be implemented by using FIR filter structure, so it can be applied to practical application with a manageable amount of computation. Experimental results show good performance improvement in accelerating the convergence. Although the proposed methods have a disadvantage that cannot be included in adaptive restoration, they can be used as pre-processing for adaptive algorithms.

Keywords:
Preconditioner Computer science Convergence (economics) Image restoration Computation Algorithm Iterative method Gradient descent Method of steepest descent Mathematical optimization Image (mathematics) Image processing Artificial intelligence Mathematics Artificial neural network

Metrics

0
Cited By
0.00
FWCI (Field Weighted Citation Impact)
0
Refs
0.19
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Optical Systems and Laser Technology
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Processing Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

Related Documents

JOURNAL ARTICLE

<title>Optical methods for iterative image restoration</title>

Aggelos K. KatsaggelosTomas E. DeRouxM.E. Marhic

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 1990 Vol: 1360 Pages: 1428-1439
JOURNAL ARTICLE

<title>Adaptive iterative approach for image restoration</title>

Y.P. GuoH. P. LeeChee Leong Teo

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 1994 Vol: 2298 Pages: 176-185
JOURNAL ARTICLE

<title>Median regularization of iterative image restoration methods</title>

Zenon GrytskivSlava VoloshynovskiyYuri B. Rytsar

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 1997 Vol: 3238 Pages: 29-37
JOURNAL ARTICLE

<title>Multichannel regularized iterative restoration of image sequences</title>

Mun Gi ChoiO.E. ErdoganN.P. GalatsanosAggelos K. Katsaggelos

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 1993 Vol: 2094 Pages: 1486-1497
JOURNAL ARTICLE

<title>Iterative regularized mixed-norm image restoration algorithm</title>

Min-Cheol HongTania StathakiAggelos K. Katsaggelos

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 1998 Vol: 3309 Pages: 603-614
© 2026 ScienceGate Book Chapters — All rights reserved.