Radar and optical remote sensing data evaluation and fusion; a case study for Washington, DC, USA

Abstract

The recent increase in the availability of spaceborne radar in different wavelengths with multiple polarisations provides new opportunities for land surface analysis. This research effort explored how different radar data, and derived texture values, independently and in combination with optical imagery influence land cover/use classification accuracies for a study site in Washington, DC, USA. Two spaceborne radar images, Radarsat-2L-band and Palsar C-band quad-polarised radar, were registered with Aster optical data for this study. Traditional methods of classification were applied to various components and combinations of this data set, and overall and class-specific thematic accuracies obtained for comparison. The results for the two despeckled radar data sets were quite different, with Radarsat-2 obtaining an overall accuracy of 59% and Palsar 77%, while that of the optical Aster was 90%. Combining the original radar and a variance texture measure increased the accuracy of Radarsat-2 to 71% but that of Palsar only to 78%. One of the sensor fusions of optical and radar obtained an accuracy of 93%. For this location, radar by itself does not obtain classification accuracies as high as optical data, but fusion with optical imagery provides better overall thematic accuracy than the optical independently, and results in some useful improvements on a class-by-class basis. For those regions with high cloud cover, quad polarisation radar can independently provide viable results but it may be wavelength-dependent.

Keywords:

• Radarsat-2
• Palsar
• Aster
• quad polarisation
• sensor fusion
• variance texture
• Washington, DC

Acknowledgements

The authors would like to thank the following organisations for providing the imagery used in this research. Radarsat-2 images were provided by the Canadian Space Agency under project 3126 of the Science and Operational Application Research for RADARSAT-2 programme. The Alaska Space Facility, under sponsorship from the NASA, provided the PALSAR imagery. Finally, the NASA Land Processes Distributed Active Archive Center at the USGS/Earth Resources Observation and Science (EROS) Center provided the ASTER imagery.

Additional information

Funding

Additional support was provided through grants received by the Department of Geography and Geoinformation Science at George Mason University.