Shahzad, Muhammad und Schmitt, Michael und Zhu, Xiao Xiang (2015) Segmentation and crown parameter extraction of indiviudal trees in an airborne TomoSAR point cloud. In: The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XL-3/W, Seiten 205-209. Copernicus Publications. PIA15+HRIGI15 – Joint ISPRS conference, 2015-03-25 - 2015-03-27, Munich, Germany. doi: 10.5194/isprsarchives-XL-3-W2-205-2015.
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Offizielle URL: http://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XL-3-W2/205/2015/isprsarchives-XL-3-W2-205-2015.pdf
Kurzfassung
The analysis of individual trees is an important field of research in the forest remote sensing community. While the current state-of-theart mostly focuses on the exploitation of optical imagery and airborne LiDAR data, modern SAR sensors have not yet met the interest of the research community in that regard. This paper describes how several critical parameters of individual deciduous trees can be extraced from airborne multi-aspect TomoSAR point clouds: First, the point cloud is segmented by unsupervised mean shift clustering. Then ellipsoid models are fitted to the points of each cluster. Finally, from these 3D ellipsoids the geometrical tree parameters location, height and crown radius are extracted. Evaluation with respect to a manually derived reference dataset prove that almost 86% of all trees are localized, thus providing a promising perspective for further research towards individual tree recognition from SAR data.
elib-URL des Eintrags: | https://elib.dlr.de/95916/ | ||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||
Titel: | Segmentation and crown parameter extraction of indiviudal trees in an airborne TomoSAR point cloud | ||||||||||||||||
Autoren: |
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Datum: | 2015 | ||||||||||||||||
Erschienen in: | The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences | ||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||
Open Access: | Ja | ||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||
In SCOPUS: | Nein | ||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||
Band: | XL-3/W | ||||||||||||||||
DOI: | 10.5194/isprsarchives-XL-3-W2-205-2015 | ||||||||||||||||
Seitenbereich: | Seiten 205-209 | ||||||||||||||||
Herausgeber: |
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Verlag: | Copernicus Publications | ||||||||||||||||
Name der Reihe: | The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences | ||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||
Stichwörter: | TomoSAR point cloud, trees reconstruction, segmentation, mena shift | ||||||||||||||||
Veranstaltungstitel: | PIA15+HRIGI15 – Joint ISPRS conference | ||||||||||||||||
Veranstaltungsort: | Munich, Germany | ||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||
Veranstaltungsbeginn: | 25 März 2015 | ||||||||||||||||
Veranstaltungsende: | 27 März 2015 | ||||||||||||||||
Veranstalter : | ISPRS | ||||||||||||||||
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 - Vorhaben hochauflösende Fernerkundungsverfahren (alt) | ||||||||||||||||
Standort: | Oberpfaffenhofen | ||||||||||||||||
Institute & Einrichtungen: | Institut für Methodik der Fernerkundung > SAR-Signalverarbeitung | ||||||||||||||||
Hinterlegt von: | Shahzad, Muhammad | ||||||||||||||||
Hinterlegt am: | 14 Apr 2015 12:57 | ||||||||||||||||
Letzte Änderung: | 24 Apr 2024 20:01 |
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