Title :
Mapping of Welwitschia mirabilis with high resolution satellite imagery in the Namib desert
Author :
Kellenberger, Tobias W. ; Kneubühler, Mathias
Author_Institution :
Swiss Fed. Office of Topography swisstopo, Wabern, Switzerland
Abstract :
This study is about a non-invasive mapping technique of Welwitschia mirabilis in its habitat, the Namib-Naukluft Park, based on spatially high resolved satellite images. First, two satellite data sets from IKONOS and Quickbird satellite are geometrically corrected, including GPS ground control points and a digital elevation model. Second, Welwitschia individuals, bushes, sandy and rocky surroundings are successfully mapped with a supervised and object-oriented classification approach. GPS points, training samples and verification objects have been collected previously in a field survey. 49 of 55 (89%) Welwitschia individuals known in ground reference, were classified successfully in both data sets, despite the limited spectral and spatial resolution. Compared to a pixel-based classification of Welwitschia with IKONOS data also published on this conference, it was shown, that the object-oriented approach improves the mapping precision of Welwitschia species. The presented area wide mapping technique from space is effective and non-invasive, but limited by the spatial and spectral resolution of the input satellite data.
Keywords :
Global Positioning System; digital elevation models; geophysical image processing; image classification; vegetation; vegetation mapping; GPS ground control point; GPS points; IKONOS satellite; Namib desert; Namib-Naukluft Park; Quickbird satellite; Welwitschia mirabilis mapping; bushes; digital elevation model; high resolution satellite imagery; noninvasive mapping technique; object-oriented approach; object-oriented classification; rocky surroundings; sandy surroundings; satellite data; spatial resolution; spectral classification; supervised classification; Global Positioning System; Image resolution; Optical scattering; Pixel; Protection; Remote monitoring; Rivers; Satellites; Spatial resolution; Vegetation mapping; Welwitschia mirabilis; high resolution satellite imagery; object oriented mapping;
Conference_Titel :
Geoscience and Remote Sensing Symposium,2009 IEEE International,IGARSS 2009
Conference_Location :
Cape Town
Print_ISBN :
978-1-4244-3394-0
Electronic_ISBN :
978-1-4244-3395-7
DOI :
10.1109/IGARSS.2009.5417389