Romero-Puig, Noelia and Lopez-Sanchez, Juan M. and Busquier, Mario (2022) Contribution of PolInSAR Parameters of the Coherence Region to Crop Classification with Bistatic TanDEM-X Data. In: Proceedings of the European Conference on Synthetic Aperture Radar, EUSAR. European Conference on Synthetic Aperture Radar (EUSAR), 2022-07-25 - 2022-07-27, Leipzig, Germany. ISSN 2197-4403.
![]() |
PDF
- Only accessible within DLR
4MB |
Abstract
This study investigates the contribution of PolInSAR features, which correspond to characteristic parameters of the coherence region, in crop-type classification based on single-pass TanDEM-X bistatic data. Crop classification is carried out by means of a random forest classifier over an agricultural area in Sevilla, Spain. Accuracy metrics demonstrate the suitability of the PolInSAR observables for this purpose. A maximum accuracy of 90% and 94% at pixel and field level is obtained, respectively, when all the evaluated PolInSAR parameters are employed jointly as input features. This demonstrates their sensitivity to the crop structure, which is relevant for classification purposes.
Item URL in elib: | https://elib.dlr.de/186415/ | ||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Document Type: | Conference or Workshop Item (Speech) | ||||||||||||||||
Title: | Contribution of PolInSAR Parameters of the Coherence Region to Crop Classification with Bistatic TanDEM-X Data | ||||||||||||||||
Authors: |
| ||||||||||||||||
Date: | 2022 | ||||||||||||||||
Journal or Publication Title: | Proceedings of the European Conference on Synthetic Aperture Radar, EUSAR | ||||||||||||||||
Refereed publication: | Yes | ||||||||||||||||
Open Access: | No | ||||||||||||||||
Gold Open Access: | No | ||||||||||||||||
In SCOPUS: | Yes | ||||||||||||||||
In ISI Web of Science: | No | ||||||||||||||||
ISSN: | 2197-4403 | ||||||||||||||||
Status: | Published | ||||||||||||||||
Keywords: | Agriculture, classification, crop-type, PolInSAR, TanDEM-X, Trace Coherence | ||||||||||||||||
Event Title: | European Conference on Synthetic Aperture Radar (EUSAR) | ||||||||||||||||
Event Location: | Leipzig, Germany | ||||||||||||||||
Event Type: | international Conference | ||||||||||||||||
Event Dates: | 2022-07-25 - 2022-07-27 | ||||||||||||||||
Organizer: | VDE Association for Electrical, Electronic & Information Technologies | ||||||||||||||||
HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||
HGF - Program: | Space | ||||||||||||||||
HGF - Program Themes: | Earth Observation | ||||||||||||||||
DLR - Research area: | Raumfahrt | ||||||||||||||||
DLR - Program: | R EO - Earth Observation | ||||||||||||||||
DLR - Research theme (Project): | R - Polarimetric SAR Interferometry HR | ||||||||||||||||
Location: | Oberpfaffenhofen | ||||||||||||||||
Institutes and Institutions: | Microwaves and Radar Institute > Radar Concepts | ||||||||||||||||
Deposited By: | Romero Puig, Noelia | ||||||||||||||||
Deposited On: | 16 May 2022 06:23 | ||||||||||||||||
Last Modified: | 13 Jan 2023 15:13 |
Repository Staff Only: item control page