SiDroForest: Synthetic Siberian Larch Tree Crown Dataset of 10.000 instances in the Microsoft's Common Objects in Context dataset (coco) format ...

This synthetic Siberian Larch tree crown dataset was created for upscaling and machine learning purposes as a part of the SiDroForest (Siberia Drone Forest Inventory) project. The SiDroForest data collection (https://www.pangaea.de/?q=keyword%3A%22SiDroForest%22) consists of vegetation plots covered...

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Bibliographic Details
Main Authors: van Geffen, Femke, Brieger, Frederic, Pestryakova, Luidmila A, Zakharov, Evgenii S, Herzschuh, Ulrike, Kruse, Stefan
Format: Dataset
Language:English
Published: PANGAEA 2021
Subjects:
Online Access:https://dx.doi.org/10.1594/pangaea.932795
https://doi.pangaea.de/10.1594/PANGAEA.932795
id ftdatacite:10.1594/pangaea.932795
record_format openpolar
spelling ftdatacite:10.1594/pangaea.932795 2024-06-09T07:38:09+00:00 SiDroForest: Synthetic Siberian Larch Tree Crown Dataset of 10.000 instances in the Microsoft's Common Objects in Context dataset (coco) format ... van Geffen, Femke Brieger, Frederic Pestryakova, Luidmila A Zakharov, Evgenii S Herzschuh, Ulrike Kruse, Stefan 2021 text/tab-separated-values https://dx.doi.org/10.1594/pangaea.932795 https://doi.pangaea.de/10.1594/PANGAEA.932795 en eng PANGAEA https://github.com/akTwelve/cocosynth https://dx.doi.org/10.5194/essd-14-4967-2022 https://dx.doi.org/10.3390/rs11121447 https://github.com/akTwelve/cocosynth https://dx.doi.org/10.2312/bzpm_0734_2019 https://dx.doi.org/10.1007/978-3-319-10602-1_48 Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode cc-by-4.0 Larch machine learning Siberian Arctic SiDroForest synthetic data Binary Object Binary Object File Size Binary Object MD5 Hash Unmanned aerial vehicle RU-Land_2018_Yakutia AWI Arctic Land Expedition Helmholtz Einstein International Berlin Research School in Data Science HEIBRiDS Polar Terrestrial Environmental Systems @ AWI AWI_Envi Dataset dataset 2021 ftdatacite https://doi.org/10.1594/pangaea.93279510.5194/essd-14-4967-202210.3390/rs1112144710.2312/bzpm_0734_201910.1007/978-3-319-10602-1_48 2024-05-13T12:44:57Z This synthetic Siberian Larch tree crown dataset was created for upscaling and machine learning purposes as a part of the SiDroForest (Siberia Drone Forest Inventory) project. The SiDroForest data collection (https://www.pangaea.de/?q=keyword%3A%22SiDroForest%22) consists of vegetation plots covered in Siberia during a 2-month fieldwork expedition in 2018 by the Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research in Germany. During fieldwork fifty-six, 50*50-meter vegetation plots were covered by Unmanned Aerial Vehicle (UAV) flights and Red Green Blue (RGB) and Red Green Near Infrared (RGNIR) photographs were taken with a consumer grade DJI Phantom 4 quadcopter. The synthetic dataset provided here contains Larch (Larix gmelinii (Rupr.) Rupr. and Larix cajanderi Mayr.) tree crowns extracted from the onboard camera RGB UAV images of five selected vegetation plots from this expedition, placed on top of full-resized images from the same RGB flights. The extracted tree crowns have been ... Dataset Alfred Wegener Institute Arctic Siberia DataCite Metadata Store (German National Library of Science and Technology) Arctic
institution Open Polar
collection DataCite Metadata Store (German National Library of Science and Technology)
op_collection_id ftdatacite
language English
topic Larch
machine learning
Siberian Arctic
SiDroForest
synthetic data
Binary Object
Binary Object File Size
Binary Object MD5 Hash
Unmanned aerial vehicle
RU-Land_2018_Yakutia
AWI Arctic Land Expedition
Helmholtz Einstein International Berlin Research School in Data Science HEIBRiDS
Polar Terrestrial Environmental Systems @ AWI AWI_Envi
spellingShingle Larch
machine learning
Siberian Arctic
SiDroForest
synthetic data
Binary Object
Binary Object File Size
Binary Object MD5 Hash
Unmanned aerial vehicle
RU-Land_2018_Yakutia
AWI Arctic Land Expedition
Helmholtz Einstein International Berlin Research School in Data Science HEIBRiDS
Polar Terrestrial Environmental Systems @ AWI AWI_Envi
van Geffen, Femke
Brieger, Frederic
Pestryakova, Luidmila A
Zakharov, Evgenii S
Herzschuh, Ulrike
Kruse, Stefan
SiDroForest: Synthetic Siberian Larch Tree Crown Dataset of 10.000 instances in the Microsoft's Common Objects in Context dataset (coco) format ...
topic_facet Larch
machine learning
Siberian Arctic
SiDroForest
synthetic data
Binary Object
Binary Object File Size
Binary Object MD5 Hash
Unmanned aerial vehicle
RU-Land_2018_Yakutia
AWI Arctic Land Expedition
Helmholtz Einstein International Berlin Research School in Data Science HEIBRiDS
Polar Terrestrial Environmental Systems @ AWI AWI_Envi
description This synthetic Siberian Larch tree crown dataset was created for upscaling and machine learning purposes as a part of the SiDroForest (Siberia Drone Forest Inventory) project. The SiDroForest data collection (https://www.pangaea.de/?q=keyword%3A%22SiDroForest%22) consists of vegetation plots covered in Siberia during a 2-month fieldwork expedition in 2018 by the Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research in Germany. During fieldwork fifty-six, 50*50-meter vegetation plots were covered by Unmanned Aerial Vehicle (UAV) flights and Red Green Blue (RGB) and Red Green Near Infrared (RGNIR) photographs were taken with a consumer grade DJI Phantom 4 quadcopter. The synthetic dataset provided here contains Larch (Larix gmelinii (Rupr.) Rupr. and Larix cajanderi Mayr.) tree crowns extracted from the onboard camera RGB UAV images of five selected vegetation plots from this expedition, placed on top of full-resized images from the same RGB flights. The extracted tree crowns have been ...
format Dataset
author van Geffen, Femke
Brieger, Frederic
Pestryakova, Luidmila A
Zakharov, Evgenii S
Herzschuh, Ulrike
Kruse, Stefan
author_facet van Geffen, Femke
Brieger, Frederic
Pestryakova, Luidmila A
Zakharov, Evgenii S
Herzschuh, Ulrike
Kruse, Stefan
author_sort van Geffen, Femke
title SiDroForest: Synthetic Siberian Larch Tree Crown Dataset of 10.000 instances in the Microsoft's Common Objects in Context dataset (coco) format ...
title_short SiDroForest: Synthetic Siberian Larch Tree Crown Dataset of 10.000 instances in the Microsoft's Common Objects in Context dataset (coco) format ...
title_full SiDroForest: Synthetic Siberian Larch Tree Crown Dataset of 10.000 instances in the Microsoft's Common Objects in Context dataset (coco) format ...
title_fullStr SiDroForest: Synthetic Siberian Larch Tree Crown Dataset of 10.000 instances in the Microsoft's Common Objects in Context dataset (coco) format ...
title_full_unstemmed SiDroForest: Synthetic Siberian Larch Tree Crown Dataset of 10.000 instances in the Microsoft's Common Objects in Context dataset (coco) format ...
title_sort sidroforest: synthetic siberian larch tree crown dataset of 10.000 instances in the microsoft's common objects in context dataset (coco) format ...
publisher PANGAEA
publishDate 2021
url https://dx.doi.org/10.1594/pangaea.932795
https://doi.pangaea.de/10.1594/PANGAEA.932795
geographic Arctic
geographic_facet Arctic
genre Alfred Wegener Institute
Arctic
Siberia
genre_facet Alfred Wegener Institute
Arctic
Siberia
op_relation https://github.com/akTwelve/cocosynth
https://dx.doi.org/10.5194/essd-14-4967-2022
https://dx.doi.org/10.3390/rs11121447
https://github.com/akTwelve/cocosynth
https://dx.doi.org/10.2312/bzpm_0734_2019
https://dx.doi.org/10.1007/978-3-319-10602-1_48
op_rights Creative Commons Attribution 4.0 International
https://creativecommons.org/licenses/by/4.0/legalcode
cc-by-4.0
op_doi https://doi.org/10.1594/pangaea.93279510.5194/essd-14-4967-202210.3390/rs1112144710.2312/bzpm_0734_201910.1007/978-3-319-10602-1_48
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