Dietenberger, Steffen and Mueller, Marlin M. and Adam, Markus Roland and Bachmann, Felix and Stöcker, Boris and Hese, Sören and Dubois, Clemence and Thiel, Christian (2024) DIGITAL FOREST INVENTORY BASED ON UAV IMAGERY. In: 2024 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2024. IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2024, 2024-07-07 - 2024-07-12, Athens, Greece. doi: 10.1109/IGARSS53475.2024.10641040. ISBN 979-8-3503-6032-5. ISSN 2153-7003.
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Abstract
This study explores the application of unoccupied aerial vehicles (UAVs) and structure from motion (SfM) techniques for digital forest inventories, addressing key challenges in sustainable and cost-effective forest monitoring. UAV-SfM data products such as 3D point clouds and orthomosaics were generated from a study site in the Hainich National Park, Germany, to create a comprehensive digital representation of the forest structure, encompassing canopy, stems and ground components. Subsequently, this data was leveraged for the automated derivation of forest parameters such as tree stem position, individual tree crown delineation (ITCD), diameter at breast height (DBH), and coarse wood debris (CWD). The employed algorithms involve deep learning models (U-Nets), clustering techniques, and object-based methods.
| Item URL in elib: | https://elib.dlr.de/210280/ | ||||||||||||||||||||||||||||||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||||||||||||||||||||||||||||||
| Title: | DIGITAL FOREST INVENTORY BASED ON UAV IMAGERY | ||||||||||||||||||||||||||||||||||||
| Authors: |
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| Date: | 7 June 2024 | ||||||||||||||||||||||||||||||||||||
| Journal or Publication Title: | 2024 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2024 | ||||||||||||||||||||||||||||||||||||
| Refereed publication: | Yes | ||||||||||||||||||||||||||||||||||||
| Open Access: | No | ||||||||||||||||||||||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||||||||||||||||||||||
| In SCOPUS: | Yes | ||||||||||||||||||||||||||||||||||||
| In ISI Web of Science: | Yes | ||||||||||||||||||||||||||||||||||||
| DOI: | 10.1109/IGARSS53475.2024.10641040 | ||||||||||||||||||||||||||||||||||||
| ISSN: | 2153-7003 | ||||||||||||||||||||||||||||||||||||
| ISBN: | 979-8-3503-6032-5 | ||||||||||||||||||||||||||||||||||||
| Status: | Published | ||||||||||||||||||||||||||||||||||||
| Keywords: | unoccupied aerial vehicle (UAV), structure from motion (SfM), forest inventory, point cloud, stem detection, diameter at breast height (DBH), coarse wood debris (CWD) | ||||||||||||||||||||||||||||||||||||
| Event Title: | IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2024 | ||||||||||||||||||||||||||||||||||||
| Event Location: | Athens, Greece | ||||||||||||||||||||||||||||||||||||
| Event Type: | international Conference | ||||||||||||||||||||||||||||||||||||
| Event Start Date: | 7 July 2024 | ||||||||||||||||||||||||||||||||||||
| Event End Date: | 12 July 2024 | ||||||||||||||||||||||||||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||||||||||||||||||||
| HGF - Program: | Aeronautics | ||||||||||||||||||||||||||||||||||||
| HGF - Program Themes: | Components and Systems | ||||||||||||||||||||||||||||||||||||
| DLR - Research area: | Aeronautics | ||||||||||||||||||||||||||||||||||||
| DLR - Program: | L CS - Components and Systems | ||||||||||||||||||||||||||||||||||||
| DLR - Research theme (Project): | L - Unmanned Aerial Systems, L - Digital Technologies, L - Climate, Weather and Environment | ||||||||||||||||||||||||||||||||||||
| Location: | Jena | ||||||||||||||||||||||||||||||||||||
| Institutes and Institutions: | Institute of Data Science > Data Analysis and Intelligence | ||||||||||||||||||||||||||||||||||||
| Deposited By: | Dietenberger, Steffen | ||||||||||||||||||||||||||||||||||||
| Deposited On: | 19 Dec 2024 11:01 | ||||||||||||||||||||||||||||||||||||
| Last Modified: | 30 Apr 2026 13:51 |
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