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Geo-Information Harvesting from Social Media Data

Zhu, Xiao Xiang and Wang, Yuanyuan and Kochupillai, Mrinalini and Werner, Martin and Häberle, Matthias and Hoffmann, Eike Jens and Taubenböck, Hannes and Tuia, Devis and Levering, Alex and Jacobs, Nathan and Kruspe, Anna and Abdulahhad, Karam (2022) Geo-Information Harvesting from Social Media Data. IEEE Geoscience and Remote Sensing Magazine (GRSM), 10 (4), pp. 150-180. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/MGRS.2022.3219584. ISSN 2168-6831.

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Official URL: https://ieeexplore.ieee.org/document/10049246

Abstract

As unconventional sources of geo-information, massive imagery and text messages from open platforms and social media form a temporally quasi-seamless, spatially multiperspective stream, but with unknown and diverse quality. Due to its complementarity to remote sensing data, geo-information from these sources offers promising perspectives, but harvesting is not trivial due to its data characteristics. In this article, we address key aspects in the field, including data availability, analysisready data preparation and data management, geo-information extraction from social media text messages and images, and the fusion of social media and remote sensing data. We then showcase some exemplary geographic applications. In addition, we present the first extensive discussion of ethical considerations of social media data in the context of geo-information harvesting and geographic applications. With this effort, we wish to stimulate curiosity and lay the groundwork for researchers who intend to explore social media data for geo-applications. We encourage the community to join forces by sharing their code and data.

Item URL in elib:https://elib.dlr.de/189658/
Document Type:Article
Title:Geo-Information Harvesting from Social Media Data
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Zhu, Xiao XiangUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Wang, YuanyuanUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Kochupillai, MrinaliniUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Werner, MartinUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Häberle, MatthiasUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Hoffmann, Eike JensUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Taubenböck, HannesUNSPECIFIEDhttps://orcid.org/0000-0003-4360-9126UNSPECIFIED
Tuia, DevisEPFLUNSPECIFIEDUNSPECIFIED
Levering, AlexWUGUNSPECIFIEDUNSPECIFIED
Jacobs, NathanUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Kruspe, AnnaUNSPECIFIEDhttps://orcid.org/0000-0002-2041-9453UNSPECIFIED
Abdulahhad, KaramUNSPECIFIEDhttps://orcid.org/0000-0002-0041-7047UNSPECIFIED
Date:December 2022
Journal or Publication Title:IEEE Geoscience and Remote Sensing Magazine (GRSM)
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:Yes
In ISI Web of Science:Yes
Volume:10
DOI:10.1109/MGRS.2022.3219584
Page Range:pp. 150-180
Publisher:IEEE - Institute of Electrical and Electronics Engineers
ISSN:2168-6831
Status:Published
Keywords:Social Media Data; remote sensing; Fernerkundung; Geo-information;
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Earth Observation
DLR - Research area:Raumfahrt
DLR - Program:R EO - Earth Observation
DLR - Research theme (Project):R - Artificial Intelligence, R - Remote Sensing and Geo Research
Location: Oberpfaffenhofen
Institutes and Institutions:Remote Sensing Technology Institute > EO Data Science
German Remote Sensing Data Center > Geo Risks and Civil Security
Deposited By: Beuchert, Tobias
Deposited On:09 Nov 2022 12:04
Last Modified:11 Sep 2023 17:46

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