Characterizing land cover from X-band COSMO-SkyMed images by neural networks

2011 Joint Urban Remote Sensing Event, JURSE 2011 - Proceedings

Volumn , Issue , 2011, Pages 49-52

  Pratola, Chiara ^a   Del Frate, Fabio ^a   Schiavon, Giovanni ^a   Solimini, Domenico ^a   Licciardi, Giorgio ^b  

^a UNIVERSITY OF ROME TOR VERGATA   (Italy)

^b GIPSA LAB   (France)

Author keywords

[No Author keywords available]

Indexed keywords

LAND COVER; MULTI LAYER PERCEPTRON; NEURAL NETWORK ALGORITHM; PHASE INFORMATION; PIXEL BASED CLASSIFICATIONS; RADAR RETURNS; REMOTE SENSING APPLICATIONS; SAR IMAGE PROCESSING; STRIPMAP; TERRASAR-X; TEST SITE; VERY HIGH SPATIAL RESOLUTIONS;

IMAGE PROCESSING; LANDFORMS; REMOTE SENSING; SYNTHETIC APERTURE RADAR;

NEURAL NETWORKS;

EID: 79957663442     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/JURSE.2011.5764716     Document Type: Conference Paper

References (11)

1. Valentini, et al., "Cosmo-Skymed program:utilization and description of an advanced space EO dual-use asset", Proc. 'Envisat Symposium 2007', Montreux, Switzerland 23-27 April 2007, ESA SP-636, (2007).
2. Del Frate , F.; Pacifici, F.; Schiavon, G.; and Solimini, C.; "Use of neural networks for automatic classification from high resolution imagery", IEEE Transactions on Geoscience and Remote Sensing, vol. 45, n. 4, pp. 800-809, April (2007).
3. Del Frate, F.; Pacifici, F.; and Solimini, D.; "Monitoring Urban Land Cover in Rome, Italy, and its Changes by Single-polarization Multi-temporal SAR Images", IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing, vol 1, n. 2, pp. 87-97, June (2008).
4. C. Pratola, M. Del Greco, F. Del Frate, G. Schiavon, D. Solimini, "Towards fully automatic generation of land cover maps from polarimetric and metric-resolution SAR data", IGARSS 2010, Honolulu, HI, U.S.A., July 2010.
5. C. Bishop, "Neural Networks for Pattern Recognition", New York: Oxford Univ. Press, 1995.
6. Zell, A. et al., "SNNS Stuttgart Neural Network Simulator User Manual", Report N6/95, University of Stuttgart, Institute for Parallel and Distributed High Performance Systems, Stuttgart, Germany, (1995).
7. R. M. Haralick, K. Shammugam, and I. Dinstein, "Textural features for image classification", IEEE Trans. Syst., Man, Cybernet., vol. 3, pp.610 -621 1988 .
8. F. Dell'Acqua and P. Gamba, "Texture-based characterization of urbanenvironments on satellite SAR images," IEEE Trans. Geosci. Remote Sens., vol. 41, no. 1, pp. 153-159, Jan. 2003.
9. F. Dell'acqua and P. Gamba, "Discriminating urban environments using multiscale texture and multiple SAR images," Int. J. Remote Sens., vol. 27, no. 18, pp. 3797-3812, Sep. 2006.
10. Licciardi, G.; Pratola, C.; Del Frate, F.; "Completely automatic classification of satellite multi-spectral imagery for the production of land cover maps", IGARSS 2009, Cape Town, South Africa, July 2009.
11. Del Frate, F.; Licciardi, G.; Duca, R.; "Autoassociative neural networks for features reduction of hyperspectral data", Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009. WHISPERS 2009.