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Neural network-assisted reconstruction of full polarimetric SAR information

Le, Thanh-Hai and McLoughlin, Ian Vince and Lee, Ken Yoong and Bretschneider, Timo Rolf (2010) Neural network-assisted reconstruction of full polarimetric SAR information. In: 4th International Symposium on Communications, Control and Signal Processing (ISCCSP). IEEE. ISBN 978-1-4244-6285-8. E-ISBN 978-1-4244-6287-2. (doi:10.1109/ISCCSP.2010.5463414) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided. (Contact us about this Publication)
Official URL
http://dx.doi.org/10.1109/ISCCSP.2010.5463414

Abstract

This paper describes a novel approach to the reconstruction of synthetic aperture radar (SAR) fully polarimetric data from compact polarimetry (CP) ¿/4 mode. A method is developed which utilises a multi-layer perceptron (MLP) based neural network, to perform reconstruction of scenes with various ground-cover types. In particular, the approach shows potential for the reconstruction of full polarimetry for built-up areas as a complement to existing techniques which are more suitable for natural land cover areas. Performance assessment is presented, using both L-band and C-band data, involving comparison with existing techniques using mean-squared and mean-squared-log measures.

Item Type: Book section
DOI/Identification number: 10.1109/ISCCSP.2010.5463414
Uncontrolled keywords: least mean squares methods, multilayer perceptrons, radar polarimetry, synthetic arpeture radar, c-band data, l-band, compact polarimetry, neural networks, image reconstruction, image storage, polarization
Subjects: T Technology
Divisions: Faculties > Sciences > School of Computing
Depositing User: Ian McLoughlin
Date Deposited: 07 Sep 2015 15:29 UTC
Last Modified: 19 Sep 2019 15:22 UTC
Resource URI: https://kar.kent.ac.uk/id/eprint/48808 (The current URI for this page, for reference purposes)
McLoughlin, Ian Vince: https://orcid.org/0000-0001-7111-2008
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