DocumentCode :
10879
Title :
Shadow Detection of Man-Made Buildings in High-Resolution Panchromatic Satellite Images
Author :
Elbakary, Mohamed I. ; Iftekharuddin, Khan M.
Author_Institution :
Electron. Res. Inst., Giza, Egypt
Volume :
52
Issue :
9
fYear :
2014
fDate :
Sept. 2014
Firstpage :
5374
Lastpage :
5386
Abstract :
High-resolution satellite imagery is considered an excellent candidate for extracting information about the human activities on Earth. The information about residential development and suburban area mapping is of interest that can be obtained from these images. Shadow of structures such as man-made buildings is one of the main cues for structure detection in panchromatic high-resolution satellite imagery. However, to correctly exploit the information of the shadow in an image, the shadow needs to be detected and isolated first. In this paper, we propose a new algorithm for shadow detection and isolation of buildings in high-resolution panchromatic satellite imagery. The proposed algorithm is based on tailoring the traditional model of the geometric active contours such that the new model of the contours is systematically biased toward segmenting the shadow and the dark regions in the image. The systematic biasing in the proposed contour model is accomplished by novel encoding of the radiometric characteristics of the shadows regions. After detecting and segmenting the shadow and the dark regions in the image, further processing steps are introduced. The proposed postprocessing is based on selection of optimal threshold and a boundary complexity metric to distinguish the true shadows from the clutter. Experimental results are presented to validate the performance of the proposed algorithm on real high-resolution panchromatic satellite images.
Keywords :
artificial satellites; buildings (structures); geophysical image processing; image resolution; image segmentation; object detection; radiometry; terrain mapping; Earth; building isolation; dark region detection; dark region segmentation; geometric active contour model; human activity; information extraction; man-made buildings; optimal threshold selection; panchromatic high-resolution satellite image; radiometric characteristics encoding; residential development; shadow region detection; shadow region segmentation; structure detection; suburban area mapping; systematic biasing; Active contours; Buildings; Clutter; Histograms; Image color analysis; Image segmentation; Satellites; Building detection; geometric active contours; image segmentation; panchromatic imagery; shadow detection;
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
Publisher :
ieee
ISSN :
0196-2892
Type :
jour
DOI :
10.1109/TGRS.2013.2288500
Filename :
6678668
Link To Document :
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