A crowdsourced global data set for validating built-up surface layers.


Journal

Scientific data
ISSN: 2052-4463
Titre abrégé: Sci Data
Pays: England
ID NLM: 101640192

Informations de publication

Date de publication:
20 01 2022
Historique:
received: 21 01 2021
accepted: 08 12 2021
entrez: 21 1 2022
pubmed: 22 1 2022
medline: 16 4 2022
Statut: epublish

Résumé

Several global high-resolution built-up surface products have emerged over the last five years, taking full advantage of open sources of satellite data such as Landsat and Sentinel. However, these data sets require validation that is independent of the producers of these products. To fill this gap, we designed a validation sample set of 50 K locations using a stratified sampling approach independent of any existing global built-up surface products. We launched a crowdsourcing campaign using Geo-Wiki ( https://www.geo-wiki.org/ ) to visually interpret this sample set for built-up surfaces using very high-resolution satellite images as a source of reference data for labelling the samples, with a minimum of five validations per sample location. Data were collected for 10 m sub-pixels in an 80 × 80 m grid to allow for geo-registration errors as well as the application of different validation modes including exact pixel matching to majority or percentage agreement. The data set presented in this paper is suitable for the validation and inter-comparison of multiple products of built-up areas.

Identifiants

pubmed: 35058477
doi: 10.1038/s41597-021-01105-4
pii: 10.1038/s41597-021-01105-4
pmc: PMC8776881
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

13

Subventions

Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912
Organisme : EC | Joint Research Centre (JRC)
ID : JRC/IPR/2020/VLVP/1912

Informations de copyright

© 2022. The Author(s).

Références

Biochem Med (Zagreb). 2012;22(3):276-82
pubmed: 23092060
Sci Data. 2017 Sep 26;4:170136
pubmed: 28949323
Sci Data. 2020 Jul 20;7(1):242
pubmed: 32686674
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pubmed: 30549201
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pubmed: 28608851
Sci Data. 2017 Jan 31;4:170001
pubmed: 28140386

Auteurs

Linda See (L)

Ecosystem Services and Management Program, International Institute for Applied Systems Analysis (IIASA), Schlossplatz 1, Laxenburg, Austria. see@iiasa.ac.at.

Ivelina Georgieva (I)

Ecosystem Services and Management Program, International Institute for Applied Systems Analysis (IIASA), Schlossplatz 1, Laxenburg, Austria.

Martina Duerauer (M)

Ecosystem Services and Management Program, International Institute for Applied Systems Analysis (IIASA), Schlossplatz 1, Laxenburg, Austria.

Thomas Kemper (T)

European Commission, Joint Research Center, Via Enrico Fermi, 2749, I-21027, Ispra, Italy.

Christina Corbane (C)

European Commission, Joint Research Center, Via Enrico Fermi, 2749, I-21027, Ispra, Italy.

Luca Maffenini (L)

European Commission, Joint Research Center, Via Enrico Fermi, 2749, I-21027, Ispra, Italy.

Javier Gallego (J)

European Commission, Joint Research Center, Via Enrico Fermi, 2749, I-21027, Ispra, Italy.

Martino Pesaresi (M)

European Commission, Joint Research Center, Via Enrico Fermi, 2749, I-21027, Ispra, Italy.

Flavius Sirbu (F)

West University of Timisoara, Bulevardul Vasile Parvan no 4, Timisoara, 300323, Romania.

Rekib Ahmed (R)

Department of Geography, Gauhati University, Jalukbari, Guwahati, Assam, 781014, India.

Kateryna Blyshchyk (K)

Faculty of Humanities and Pedagogy, National University of Life and Environmental Sciences of Ukraine (NULESU), Heroiv Oborony 15, Kyiv, 03041, Ukraine.

Brigitte Magori (B)

West University of Timisoara, Bulevardul Vasile Parvan no 4, Timisoara, 300323, Romania.

Volodymyr Blyshchyk (V)

Institute of Forestry and Landscape-Park Management, National University of Life and Environmental Sciences of Ukraine (NULESU), Heroiv Oborony 15, Kyiv, 03041, Ukraine.

Oleksandr Melnyk (O)

Institute of Forestry and Landscape-Park Management, National University of Life and Environmental Sciences of Ukraine (NULESU), Heroiv Oborony 15, Kyiv, 03041, Ukraine.

Roman Zadorozhniuk (R)

Institute of Forestry and Landscape-Park Management, National University of Life and Environmental Sciences of Ukraine (NULESU), Heroiv Oborony 15, Kyiv, 03041, Ukraine.

Marian-Traian Mandici (MT)

Regional Meteorological Center Banat-Crisana, Gheorghe Adam no 15, Timisoara, 300310, Romania.

Yuan-Fong Su (YF)

Department of Harbor and River Engineering, National Taiwan Ocean University, No.2 Pei-Ning Road, Keelung, 20224, Taiwan, ROC.
National Science and Technology Center for Disaster Reduction, 9 F., No.200, Sec. 3, Beisin Rd., Xindian District, New Taipei City, 23143, Taiwan, ROC.

Ahmed Harb Rabia (AH)

Damanhour University, Faculty of Agriculture, Natural Resources & Agricultural Engineering Department, El-abaadya Campus, Damanhour, 22516, El-Behera, Egypt.

Ana Pérez-Hoyos (A)

European Commission, Joint Research Center, Via Enrico Fermi, 2749, I-21027, Ispra, Italy.

Roman Vasylyshyn (R)

Institute of Forestry and Landscape-Park Management, National University of Life and Environmental Sciences of Ukraine (NULESU), Heroiv Oborony 15, Kyiv, 03041, Ukraine.

Chandra Kant Pawe (CK)

Department of Geography, Pragjyotish College, Guwahati-09, Guwahati, Assam, India.

Svitlana Bilous (S)

Institute of Forestry and Landscape-Park Management, National University of Life and Environmental Sciences of Ukraine (NULESU), Heroiv Oborony 15, Kyiv, 03041, Ukraine.
Institute for Evolutionary Ecology, National Academy of Science of Ukraine, acad, Lebedeva, 37, Kyiv, 03143, Ukraine.

Serhii B Kovalevskyi (SB)

Institute of Forestry and Landscape-Park Management, National University of Life and Environmental Sciences of Ukraine (NULESU), Heroiv Oborony 15, Kyiv, 03041, Ukraine.

Sergii S Kovalevskyi (SS)

Institute of Forestry and Landscape-Park Management, National University of Life and Environmental Sciences of Ukraine (NULESU), Heroiv Oborony 15, Kyiv, 03041, Ukraine.

Kusumbor Bordoloi (K)

Department of Geography, Gauhati University, Jalukbari, Guwahati, Assam, 781014, India.

Andrii Bilous (A)

Institute of Forestry and Landscape-Park Management, National University of Life and Environmental Sciences of Ukraine (NULESU), Heroiv Oborony 15, Kyiv, 03041, Ukraine.

Kripal Panging (K)

Department of Geography, Gauhati University, Jalukbari, Guwahati, Assam, 781014, India.

Valentyn Bilous (V)

Institute of Forestry and Landscape-Park Management, National University of Life and Environmental Sciences of Ukraine (NULESU), Heroiv Oborony 15, Kyiv, 03041, Ukraine.

Reinhard Prestele (R)

Institute of Meteorology and Climate Research - Atmospheric Environmental Research (IMK-IFU), Karlsruhe Institute of Technology (KIT), Kreuzeckbahnstraße 19, 82467, Garmisch-Partenkirchen, Germany.

Dhrubajyoti Sahariah (D)

Department of Geography, Gauhati University, Jalukbari, Guwahati, Assam, 781014, India.

Anjan Deka (A)

Department of Geography, Gauhati University, Jalukbari, Guwahati, Assam, 781014, India.

Nityaranjan Nath (N)

Department of Geography, Gauhati University, Jalukbari, Guwahati, Assam, 781014, India.

Rui Neves (R)

Risk and Safety Department, Higher Institute of Information and Administration Sciences, Santa Joana, 3810-488, Aveiro, Portugal.

Viktor Myroniuk (V)

Institute of Forestry and Landscape-Park Management, National University of Life and Environmental Sciences of Ukraine (NULESU), Heroiv Oborony 15, Kyiv, 03041, Ukraine.

Mathias Karner (M)

Ecosystem Services and Management Program, International Institute for Applied Systems Analysis (IIASA), Schlossplatz 1, Laxenburg, Austria.

Steffen Fritz (S)

Ecosystem Services and Management Program, International Institute for Applied Systems Analysis (IIASA), Schlossplatz 1, Laxenburg, Austria.

Classifications MeSH