Romero-Puig, Noelia und Lopez-Sanchez, Juan M. und 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.
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Kurzfassung
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.
elib-URL des Eintrags: | https://elib.dlr.de/186415/ | ||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||
Titel: | Contribution of PolInSAR Parameters of the Coherence Region to Crop Classification with Bistatic TanDEM-X Data | ||||||||||||||||
Autoren: |
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Datum: | 2022 | ||||||||||||||||
Erschienen in: | Proceedings of the European Conference on Synthetic Aperture Radar, EUSAR | ||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||
Open Access: | Nein | ||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||
In SCOPUS: | Ja | ||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||
ISSN: | 2197-4403 | ||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||
Stichwörter: | Agriculture, classification, crop-type, PolInSAR, TanDEM-X, Trace Coherence | ||||||||||||||||
Veranstaltungstitel: | European Conference on Synthetic Aperture Radar (EUSAR) | ||||||||||||||||
Veranstaltungsort: | Leipzig, Germany | ||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||
Veranstaltungsbeginn: | 25 Juli 2022 | ||||||||||||||||
Veranstaltungsende: | 27 Juli 2022 | ||||||||||||||||
Veranstalter : | VDE Association for Electrical, Electronic & Information Technologies | ||||||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||
HGF - Programm: | Raumfahrt | ||||||||||||||||
HGF - Programmthema: | Erdbeobachtung | ||||||||||||||||
DLR - Schwerpunkt: | Raumfahrt | ||||||||||||||||
DLR - Forschungsgebiet: | R EO - Erdbeobachtung | ||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | R - Polarimetrische SAR-Interferometrie HR | ||||||||||||||||
Standort: | Oberpfaffenhofen | ||||||||||||||||
Institute & Einrichtungen: | Institut für Hochfrequenztechnik und Radarsysteme > Radarkonzepte | ||||||||||||||||
Hinterlegt von: | Romero Puig, Noelia | ||||||||||||||||
Hinterlegt am: | 16 Mai 2022 06:23 | ||||||||||||||||
Letzte Änderung: | 24 Apr 2024 20:47 |
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