DocumentCode
1423956
Title
Adaptive Shadow Detection Using a Blackbody Radiator Model
Author
Makarau, Aliaksei ; Richter, Rudolf ; Müller, Rupert ; Reinartz, Peter
Author_Institution
German Aerosp. Center (DLR), Wessling, Germany
Volume
49
Issue
6
fYear
2011
fDate
6/1/2011 12:00:00 AM
Firstpage
2049
Lastpage
2059
Abstract
The application potential of remotely sensed optical imagery is boosted through the increase in spatial resolution, and new analysis, interpretation, classification, and change detection methods are developed. Together with all the advantages, shadows are more present in such images, particularly in urban areas. This may lead to errors during data processing. The task of automatic shadow detection is still a current research topic. Since image acquisition is influenced by many factors such as sensor type, sun elevation and acquisition time, geographical coordinates of the scene, conditions and contents of the atmosphere, etc., the acquired imagery has highly varying intensity and spectral characteristics. The variance of these characteristics often leads to errors, using standard shadow detection methods. Moreover, for some scenes, these methods are inapplicable. In this paper, we present an alternative robust method for shadow detection. The method is based on the physical properties of a blackbody radiator. Instead of static methods, this method adaptively calculates the parameters for a particular scene and allows one to work with many different sensors and images obtained with different illumination conditions. Experimental assessment illustrates significant improvement for shadow detection on typical multispectral sensors in comparison to other shadow detection methods. Examples, as well as quantitative assessment of the results, are presented for Landsat-7 Enhanced Thematic Mapper Plus, IKONOS, WorldView-2, and the German Aerospace Center (DLR) 3K Camera airborne system.
Keywords
blackbody radiation; geophysical image processing; remote sensing; DLR 3K Camera airborne system; German Aerospace Center; IKONOS; Landsat-7 Enhanced Thematic Mapper Plus; WorldView-2; adaptive shadow detection; automatic shadow detection; blackbody radiator model; image acquisition; image shadows; multispectral sensors; remotely sensed optical imagery; urban areas; Atmospheric modeling; Image color analysis; Lighting; Materials; Mathematical model; Remote sensing; Temperature distribution; Blackbody radiator; Planck equation; multispectral image; shadow detection;
fLanguage
English
Journal_Title
Geoscience and Remote Sensing, IEEE Transactions on
Publisher
ieee
ISSN
0196-2892
Type
jour
DOI
10.1109/TGRS.2010.2096515
Filename
5685658
Link To Document