Title :
Multispectral land-use/land-cover model portability in multi-temporal multi-angle very high resolution imagery
Author :
Longbotham, Nathan ; Emery, William ; Pacifici, F.
Author_Institution :
Aerosp. Eng. Sci., Univ. of Colorado at Boulder, Boulder, CO, USA
Abstract :
Multi-temporal multi-angle data provides multiple images, collected over both time and satellite view-angle, of a single target area. In the presented research, these data are used to explore the fundamental physical distortions present in very-high spatial resolution optical data as applied to land-use/land-cover classification. This is done by creating a land-use/land-cover model in one image of the multi-temporal multi-angle data and directly applying it to the remaining images. This direct measure of model portability provides unique insight into the dependence of very-high spatial resolution land-use/land-cover classification on the atmosphere, solar illumination, and model training location.
Keywords :
land cover; land use; remote sensing; atmosphere; fundamental physical distortions; land-use-land-cover classification; model portability direct measurement; model training location; multiple images; multispectral land-use-land-cover model portability; multitemporal multiangle data image; multitemporal multiangle very high resolution imagery; satellite view-angle; single target area; solar illumination; time view-angle; very-high spatial resolution land-use-land-cover classification dependence; very-high spatial resolution optical data; Atmospheric modeling; Data models; Lighting; Satellites; Scattering; Spatial resolution; Standards; image analysis; image classification; model portability; multi-angle; multi-temporal; very high resolution;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2013 IEEE International
Conference_Location :
Melbourne, VIC
Print_ISBN :
978-1-4799-1114-1
DOI :
10.1109/IGARSS.2013.6721360