Conference Paper (published)
Details
Citation
Silva C, Marino A, Lopez-Sanchez JM & Cameron I (2021) Agricultural Fields Monitoring with Multi-Temporal Polarimetric SAR (MT-POLSAR) Change Detection. In: IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium. 2020 IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2020), Waikoloa, HI, USA, 26.09.2020-02.10.2020. Piscataway, NJ, USA: IEEE. https://doi.org/10.1109/igarss39084.2020.9324626
Abstract
This work presents a novel methodology to extract and analyse multi-temporal polarimetric SAR (PolSAR) information from a stack of co-registered images. The method is based on the analysis of PolSAR changes between every image with respect to the rest of images in the stack. The changes are organized in a matrix form to encode the polarimetric evolution of a target. The change matrix is then used to visually understand a target evolution and its SAR response based on the evolution of scattering mechanisms due to the target physical evolution. Additionally, we design and test an image classification algorithm in a supervised learning fashion by using typical change matrices as training data. The methodology is tested exploiting C-band quad-pol RADARSAT-2 data with special interest on agricultural fields such as rice in Seville, South-West of Spain and in the Indian Head in Canada as part of the Agrisar 2009 campaign.
Keywords
Agriculture; Scattering; Synthetic aperture radar; Image color analysis; Covariance matrices; Urban areas; Rivers
Status | Published |
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Funders | Ministerio de Ciencia e Innovación |
Publication date | 31/12/2021 |
Publication date online | 17/02/2021 |
URL | http://hdl.handle.net/1893/32555 |
Publisher | IEEE |
Place of publication | Piscataway, NJ, USA |
ISSN of series | 2153-7003 |
ISBN | 9781728163758 |
eISBN | 9781728163741 |
Conference | 2020 IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2020) |
Conference location | Waikoloa, HI, USA |
Dates | – |
People (2)
Associate Professor, Biological and Environmental Sciences
Radar Remote Sensing Scientist, Biological and Environmental Sciences