An approach for correcting inhomogeneous atmospheric effects in remote sensing images

Two contextual-based approaches for correcting first order atmospheric effects due to atmospheric inhomogeneity and adjacency effect are described. The first method is a modification of the restoration method for the adjacency effect suggested by Richter. The second method is an adaptation of Stenbe...

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Main Authors: Hashim, Mazlan, Watson, A. I., Thomas, M.
Format: Article
Language:English
Published: Taylor & Francis LTD 2004
Subjects:
Online Access:http://eprints.utm.my/2185/
http://eprints.utm.my/2185/1/IJRS_Atmos_15276038.pdf
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author Hashim, Mazlan
Watson, A. I.
Thomas, M.
author_facet Hashim, Mazlan
Watson, A. I.
Thomas, M.
author_sort Hashim, Mazlan
building UTeM Institutional Repository
collection Online Access
description Two contextual-based approaches for correcting first order atmospheric effects due to atmospheric inhomogeneity and adjacency effect are described. The first method is a modification of the restoration method for the adjacency effect suggested by Richter. The second method is an adaptation of Stenberg’s rolling ball algorithm using the mathematical morphology transformation. Evaluation of the proposed method was carried out by noting classification accuracy on the basis that an increase in classification accuracy reflects in improved image quality. Results show that the average accuracy of classification of a scene from Malaysia, with 13 ground truth classes was as follows: (a) uncorrected—86%, (b) adjacency correction—86%, and (c) rolling ball correction—89%. It is clear from the results that the rolling ball method of correction does yield an increase in accuracy although not as substantial as in this case, and there is no reason to doubt that this method could be used to correct a wide variety of images that are affected by inhomogeneity of the atmosphere.
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spelling utm-21852017-05-14T07:16:34Z http://eprints.utm.my/2185/ An approach for correcting inhomogeneous atmospheric effects in remote sensing images Hashim, Mazlan Watson, A. I. Thomas, M. Q Science (General) QC Physics Two contextual-based approaches for correcting first order atmospheric effects due to atmospheric inhomogeneity and adjacency effect are described. The first method is a modification of the restoration method for the adjacency effect suggested by Richter. The second method is an adaptation of Stenberg’s rolling ball algorithm using the mathematical morphology transformation. Evaluation of the proposed method was carried out by noting classification accuracy on the basis that an increase in classification accuracy reflects in improved image quality. Results show that the average accuracy of classification of a scene from Malaysia, with 13 ground truth classes was as follows: (a) uncorrected—86%, (b) adjacency correction—86%, and (c) rolling ball correction—89%. It is clear from the results that the rolling ball method of correction does yield an increase in accuracy although not as substantial as in this case, and there is no reason to doubt that this method could be used to correct a wide variety of images that are affected by inhomogeneity of the atmosphere. Taylor & Francis LTD 2004-11-20 Article PeerReviewed application/pdf en http://eprints.utm.my/2185/1/IJRS_Atmos_15276038.pdf Hashim, Mazlan and Watson, A. I. and Thomas, M. (2004) An approach for correcting inhomogeneous atmospheric effects in remote sensing images. International Journal of remote sensing, 25 (22). pp. 5131-5141. ISSN 01431161 http://dx.doi.org/10.1080/01431160410001712971 10.1080/01431160410001712971
spellingShingle Q Science (General)
QC Physics
Hashim, Mazlan
Watson, A. I.
Thomas, M.
An approach for correcting inhomogeneous atmospheric effects in remote sensing images
title An approach for correcting inhomogeneous atmospheric effects in remote sensing images
title_full An approach for correcting inhomogeneous atmospheric effects in remote sensing images
title_fullStr An approach for correcting inhomogeneous atmospheric effects in remote sensing images
title_full_unstemmed An approach for correcting inhomogeneous atmospheric effects in remote sensing images
title_short An approach for correcting inhomogeneous atmospheric effects in remote sensing images
title_sort approach for correcting inhomogeneous atmospheric effects in remote sensing images
topic Q Science (General)
QC Physics
url http://eprints.utm.my/2185/
http://eprints.utm.my/2185/
http://eprints.utm.my/2185/
http://eprints.utm.my/2185/1/IJRS_Atmos_15276038.pdf