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An efficient multi-resolution variational Retinex scheme for the radiometric correction of airborne remote sensing images.
- Source :
-
International Journal of Remote Sensing . Mar2016, Vol. 37 Issue 5, p1154-1172. 19p. 4 Color Photographs, 3 Black and White Photographs, 2 Diagrams, 5 Charts. - Publication Year :
- 2016
-
Abstract
- The brightness non-uniformity caused by vignetting effects, viewing, and illumination angels in remote sensing images reduces the interpretation precision. A multi-resolution variational Retinex scheme is proposed in this paper to efficiently correct the non-uniform brightness in airborne remote sensing images. This variational Retinex model is non-linear, constrained by the grey-world assumption and the total variation regularization. A Gaussian image pyramid is used to construct the multi-resolution scheme. The multi-resolution scheme reduces the calculation burden and raises the calculation efficiency. The fast split Bregman (SB) iteration method is employed to optimize the proposed non-linear model in each level of the multi-resolution scheme. This decomposes the complicated model into several simple sub-problems and greatly improves the calculation efficiency. The multi-resolution scheme embedded with the SB iteration method was applied to both synthetic and real remote sensing images. The experimental results show that the brightness non-uniformity can be corrected, and the spectral information can be effectively restored. Moreover, the calculation efficiency is raised by about 60–110 times, compared to the traditional single-resolution solving method. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 01431161
- Volume :
- 37
- Issue :
- 5
- Database :
- Academic Search Index
- Journal :
- International Journal of Remote Sensing
- Publication Type :
- Academic Journal
- Accession number :
- 113744247
- Full Text :
- https://doi.org/10.1080/01431161.2016.1145364