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A manually labeled contrail dataset from MSG/SEVIRI

Santos Gabriel, Vanessa and Bugliaro, Luca and Montag, Mara and Ries, Sabrina and Wang, Ziming and Widmaier, Kai and Arico, Matteo and Unterstrasser, Simon and Mayer, Johanna and Menekay, Deniz and Marsing, Andreas and de la Torre Castro, Elena and Megill, Liam and Scheibe, Monika and Voigt, Christiane (2026) A manually labeled contrail dataset from MSG/SEVIRI. Earth System Science Data, 18 (3), pp. 2397-2412. Copernicus Publications. doi: 10.5194/essd-18-2397-2026. ISSN 1866-3508.

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Official URL: https://dx.doi.org/10.5194/essd-18-2397-2026

Abstract

We provide observations of the geostationary Meteosat satellite with contrails labeled by three people complemented with detailed cloud information. Contrails influence climate but are hard to identify in satellite imagery. With this study, we support contrail detection development and evaluation, stress the subjectivity of human labeling and reveal which meteorological conditions highlight or hide contrails. This dataset contributes to a better understanding of aviation’s climate impact.

Item URL in elib:https://elib.dlr.de/223827/
Document Type:Article
Title:A manually labeled contrail dataset from MSG/SEVIRI
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Santos Gabriel, VanessaUniversität Mainz, Mainz, Germanyhttps://orcid.org/0009-0005-5698-0401UNSPECIFIED
Bugliaro, LucaDLR, IPAhttps://orcid.org/0000-0003-4793-0101UNSPECIFIED
Montag, MaraUniversität Mainz, Mainz, GermanyUNSPECIFIEDUNSPECIFIED
Ries, SabrinaUniversität Mainz, Mainz, GermanyUNSPECIFIEDUNSPECIFIED
Wang, ZimingUniversität Mainz, Mainz, Germanyhttps://orcid.org/0000-0002-0219-1838211497563
Widmaier, KaiDLR, IPAUNSPECIFIEDUNSPECIFIED
Arico, MatteoDLR, IPAhttps://orcid.org/0009-0002-1540-1731211497564
Unterstrasser, SimonDLR, IPAhttps://orcid.org/0000-0003-3772-3678UNSPECIFIED
Mayer, JohannaEuropean Space Agency, Frascati, Italyhttps://orcid.org/0000-0002-9691-9534UNSPECIFIED
Menekay, DenizDLR, IPAhttps://orcid.org/0009-0003-1111-2745UNSPECIFIED
Marsing, AndreasDLR, IPAhttps://orcid.org/0000-0002-5006-2133UNSPECIFIED
de la Torre Castro, ElenaDLR, IPAUNSPECIFIEDUNSPECIFIED
Megill, LiamDelft University of Technology, Delft, the Netherlandshttps://orcid.org/0000-0002-4199-6962211497565
Scheibe, MonikaDLR, IPAUNSPECIFIEDUNSPECIFIED
Voigt, ChristianeDLR, IPAhttps://orcid.org/0000-0001-8925-7731UNSPECIFIED
Date:1 April 2026
Journal or Publication Title:Earth System Science Data
Refereed publication:Yes
Open Access:Yes
Gold Open Access:Yes
In SCOPUS:Yes
In ISI Web of Science:Yes
Volume:18
DOI:10.5194/essd-18-2397-2026
Page Range:pp. 2397-2412
Publisher:Copernicus Publications
ISSN:1866-3508
Status:Published
Keywords:Contrails, Remote Sensing, Dataset, Meteosat
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 - Atmospheric and climate research
Location: Oberpfaffenhofen
Institutes and Institutions:Institute of Atmospheric Physics > Cloud Physics
Institute of Atmospheric Physics > Applied Meteorology
Deposited By: Santos Gabriel, Vanessa
Deposited On:13 Apr 2026 07:59
Last Modified:24 Apr 2026 12:42

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