DocumentCode :
1888555
Title :
What is the value added of 4 bands within the submetric remote sensing of tropical coastscape? QuickBird-2 vs WorldView-2
Author :
Collin, Antoine ; Planes, Serge
Author_Institution :
Centre of Tropical & Mediterranean Biol. & Ecology, Papetoai, French Polynesia
fYear :
2011
fDate :
24-29 July 2011
Firstpage :
2165
Lastpage :
2168
Abstract :
The seamless tropical coastscape was investigated in comparing remotely-sensed by-products derived from the spaceborne 8 band WorldView-2 (WV-2) and the 4 band QuickBird-2-like (QB-2-like) sensors. The value added of the 4 bands allowed both land and water surveys to be significantly improved. The WV-2-derived NDVI means were more correlated (R2=0.96) with in situ "greenness" than those of QB-2-like (R2=0.89), and the WV-2-derived NDVI standard deviations were systematically inferior to those of QB-2-like. The cross-validation of the bathymetric products indicated a better performance of WV-2 (R2=0.76; maximum depth, 9.4 m) than QB-2-like (R2=0.74; maximum depth, 8.9 m). Results of classification showed that land cover was best mapped by WV-2 with the Neural Network algorithm (8 classes, kappa=0.92), and seafloor cover (resulting from an underwater radiative transfer model) was best classified by WV-2 trained with Support Vector Machine (6 classes, kappa=0.76). These improvements were then discussed based upon their spectral properties.
Keywords :
bathymetry; geophysical image processing; image classification; oceanographic techniques; oceanography; radiative transfer; remote sensing; French Polynesia; NDVI; Quickbird-2; Worldview-2; bathymetric product; land cover; land survey; neural network algorithm; northwestern Moorea lagoon; seafloor cover; seamless tropical coastscape; spaceborne sensors; spectral properties; submetric remote sensing; support vector machine; underwater radiative transfer model; water survey; Artificial neural networks; Attenuation; Image edge detection; Reflectivity; Sea measurements; Sensors; Support vector machines; Bathymetry extraction; Land cover; Moorea; NDVI; QuickBird-2; Seafloor cover; WorldView-2;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2011 IEEE International
Conference_Location :
Vancouver, BC
ISSN :
2153-6996
Print_ISBN :
978-1-4577-1003-2
Type :
conf
DOI :
10.1109/IGARSS.2011.6049595
Filename :
6049595
Link To Document :
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