DocumentCode :
1338067
Title :
Very High Resolution Multiangle Urban Classification Analysis
Author :
Longbotham, Nathan ; Chaapel, Chuck ; Bleiler, Laurence ; Padwick, Chris ; Emery, William J. ; Pacifici, Fabio
Author_Institution :
Dept. of Aerosp. Eng. Sci., Univ. of Colorado, Boulder, CO, USA
Volume :
50
Issue :
4
fYear :
2012
fDate :
4/1/2012 12:00:00 AM
Firstpage :
1155
Lastpage :
1170
Abstract :
The high-performance camera control systems carried aboard the DigitalGlobe WorldView satellites, WorldView-1 and WorldView-2, are capable of rapid retargeting and high off-nadir imagery collection. This provides the capability to collect dozens of multiangle very high spatial resolution images over a large target area during a single overflight. In addition, WorldView-2 collects eight bands of multispectral data. This paper discusses the improvements in urban classification accuracy available through utilization of the spatial and spectral information from a WorldView-2 multiangle image sequence collected over Atlanta, GA, in December 2009. Specifically, the implications of adding height data and multiangle multispectral reflectance, both derived from the multiangle sequence, to the textural, morphological, and spectral information of a single WorldView-2 image are investigated. The results show an improvement in classification accuracy of 27% and 14% for the spatial and spectral experiments, respectively. Additionally, the multiangle data set allows the differentiation of classes not typically well identified by a single image, such as skyscrapers and bridges as well as flat and pitched roofs.
Keywords :
artificial satellites; cameras; cartography; digital elevation models; geophysical image processing; image classification; image resolution; DigitalGlobe WorldView satellites; WorldView-1; WorldView-2 multiangle image sequence; bridges; flat roofs; height data; high resolution multiangle urban classification analysis; high-performance camera control systems; morphological information; multiangle data set; multiangle multispectral reflectance; multiangle sequence; multiangle very high spatial resolution images; multispectral data; off-nadir imagery collection; pitched roofs; rapid retargeting; single WorldView-2 image; single overflight; skyscrapers; spatial information; spectral information; textural information; urban classification accuracy; Atmospheric measurements; Buildings; Data mining; Satellites; Spatial resolution; Surface topography; Vegetation mapping; Digital height map; image sequence analysis; morphology; multiangle reflectance; spectral analysis; texture; urban classification; very high spatial resolution;
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
Publisher :
ieee
ISSN :
0196-2892
Type :
jour
DOI :
10.1109/TGRS.2011.2165548
Filename :
6032741
Link To Document :
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