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Accurate Mapping of Downed Deadwood in a Dense Deciduous Forest Using UAV-SfM Data and Deep Learning

Dietenberger, Steffen and Mueller, Marlin M. and Stöcker, Boris and Dubois, Clémence and Arlaud, Hanna and Adam, Markus Roland and Hese, Sören and Meyer, Hanna and Thiel, Christian (2025) Accurate Mapping of Downed Deadwood in a Dense Deciduous Forest Using UAV-SfM Data and Deep Learning. Remote Sensing. Multidisciplinary Digital Publishing Institute (MDPI). doi: 10.3390/rs17091610. ISSN 2072-4292.

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Item URL in elib:https://elib.dlr.de/221341/
Document Type:Article
Title:Accurate Mapping of Downed Deadwood in a Dense Deciduous Forest Using UAV-SfM Data and Deep Learning
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Dietenberger, Steffensteffen.dietenberger (at) dlr.dehttps://orcid.org/0009-0003-2771-6068199908500
Mueller, Marlin M.DLR Jenahttps://orcid.org/0000-0001-7267-3886199908501
Stöcker, BorisUniversity of MünsterUNSPECIFIEDUNSPECIFIED
Dubois, ClémenceDLR JenaUNSPECIFIEDUNSPECIFIED
Arlaud, HannaDLR JenaUNSPECIFIEDUNSPECIFIED
Adam, Markus RolandDLR Jenahttps://orcid.org/0009-0000-0140-0290UNSPECIFIED
Hese, SörenFSU JenaUNSPECIFIEDUNSPECIFIED
Meyer, HannaUniversity of MünsterUNSPECIFIEDUNSPECIFIED
Thiel, ChristianDLR JenaUNSPECIFIEDUNSPECIFIED
Date:2025
Journal or Publication Title:Remote Sensing
Refereed publication:Yes
Open Access:Yes
Gold Open Access:Yes
In SCOPUS:Yes
In ISI Web of Science:Yes
DOI:10.3390/rs17091610
Publisher:Multidisciplinary Digital Publishing Institute (MDPI)
ISSN:2072-4292
Status:Published
Keywords:unoccupied aerial vehicles (UAV); deadwood; coarse woody debris (CWD); deep learning (DL); convolutional neural network (CNN); structure from motion (SfM); deciduous forest; Hainich National Park
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 - Climate, Weather and Environment
Location: Jena
Institutes and Institutions:Institute of Data Science > Data Analysis and Intelligence
Deposited By: Dietenberger, Steffen
Deposited On:16 Dec 2025 15:53
Last Modified:16 Dec 2025 15:53

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