JOURNAL ARTICLE

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

Zenon GrytskivSlava VoloshynovskiyYuri B. Rytsar

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

Abstract

This paper introduces an approach to the regularization of the iterative restoration methods based on the median filtering. The comparative analysis of low-pass and median regularization is performed. The median filtering is shown to be more efficient as the regularization in the case of noise with mixed distribution. The nonlinearity of the iterative method is provided by the constrain on non-negativity that makes possible to solve the problem of band-limited extrapolation. The use of median regularization does not require to chose the regularization parameter in contrast to Tikhonov regularization. However, the window size is to be chosen according to the noise level and could be considered as a parameter for the adaptive regularization to preserve edges according to the masking effect of human vision system.

Keywords:
Tikhonov regularization Regularization (linguistics) Regularization perspectives on support vector machines Algorithm Computer science Extrapolation Image restoration Mathematics Inverse problem Artificial intelligence Image processing Image (mathematics) Statistics Mathematical analysis

Metrics

2
Cited By
0.41
FWCI (Field Weighted Citation Impact)
0
Refs
0.59
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Photoacoustic and Ultrasonic Imaging
Physical Sciences →  Engineering →  Biomedical Engineering
Calibration and Measurement Techniques
Physical Sciences →  Engineering →  Aerospace Engineering
Numerical methods in inverse problems
Physical Sciences →  Mathematics →  Mathematical Physics

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>Regularization methods for image restoration based on autocorrelation functions</title>

Zhiping MuRobert J. Plemmons

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 2000 Vol: 4116 Pages: 375-384
JOURNAL ARTICLE

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

Joon Il MoonJoonki Paik

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 1996 Vol: 2727 Pages: 1450-1461
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>Optimal regularization parameter estimation for image restoration</title>

Stanley J. ReevesR.M. Mersereau

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 1991 Vol: 1452 Pages: 127-138
© 2026 ScienceGate Book Chapters — All rights reserved.