Stefania Zourlidou forschte im Bereich der automatischen Analyse von Fahrzeugtrajektorien mit dem Ziel der Identifikation von Verkehrsregeln an Kreuzungen. Diese Informationen über Stop, Vorfahrt, Ampel und Rechts-vor-Links sind in heutigen Karten kaum hinterlegt. In ihrer Forschung konnte sie diese Informationen aus dem Bewegungsverhalten der Fahrzeuge automatisch mittels Maschineller Lernverfahren ableiten.
Publikationen
Begutachtete Zeitschriftenartikel und Buchkapitel
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(2022): Traffic Control Recognition with an Attention Mechanism Using Speed-Profile and Satellite Imagery data., The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLIII-B4-2022, pp. 287–293
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(2022): Recognition of Intersection Traffic Regulations From Crowdsourced Data., Preprints 2022, 2022070012 (accepted for publication in ISPRS IJGIS)
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(2021): Trajectory Analysis at Intersections for Traffic Rule Identification, Geo-spatial Information Science, 24(1), 75-84.
DOI: https://doi.org/10.1080/10095020.2020.1843374 -
(2020): Traffic Control Recognition with Speed-Profiles: A Deep Learning Approach, ISPRS International Journal of Geo-Information
DOI: https://doi.org/10.3390/ijgi9110652 -
(2020): Traffic Regulator Detection using GPS Trajectories, KN - Journal of Cartography and Geographic Information, 16(1):321.
DOI: https://doi.org/10.1007/s42489-020-00048-x -
(2019): Traffic Regulator Detection and Identification from Crowdsourced Data—A Systematic Literature Review, ISPRS International Journal of Geo-Information, 8(11), 491.
DOI: 10.3390/ijgi8110491
Begutachtete Konferenzbeiträge
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(2022): Traffic Regulation Recognition using Crowd-Sensed GPS and Map Data: a Hybrid Approach, AGILE: GIScience Series
DOI: 10.5194/agile-giss-3-22-2022 -
(2019): Classification of street junctions according to traffic regulators, 22nd Conference on Geo-information Science, 17-20 June, Limassol, Cyprus
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(2015): Interpretation of Moving Point Trajectories, Photogrammetric Week 15, Stuttgart, Germany
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(2015): Towards regulation-aware navigation: a behavior-based mapping approach, 18th AGILE Conference on Geographic Information Science
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(2005): Processing gait analysis data: A software system for estimating muscle variations, 3rd European medical and biological engineering and IFMBE conference (EMBEC’05)
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(2004): A software system for the estimation of the quadricepts variations using a gait analyis system, 4th European Symposium in Biomedical Engineering
Konferenzbeiträge
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(2016): Learning the Traffic Regulation Context of Intersections from Speed Profile Data, GIScience 2016 Workshop on Analysis of Movement Data (AMD'16), Montreal, Canada, 27 Sept
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(2016): INTERSECTION DETECTION BASED ON QUALITATIVE SPATIAL REASONING ON STOPPING POINT CLUSTERS, ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, vol. XLI-B2, pp. 269-276
DOI: 10.5194/isprs-archives-XLI-B2-269-2016
Monographien
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(2023): Traffic Regulation Recognition from GPS Data, München 2023, ISBN 978-3-7696-5310-6, 194 S. (identisch mit / identical with: Wissenschaftliche Arbeiten der Fachrichtung Geodäsie und Geoinformatik der Leibniz Universität Hannover, ISSN 0174-1454, Nr. 384, Hannover 2023) | File |
ISBN: 978-3-7696-5310-6
sonstige Beiträge
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(2019): A spatiotemporal approach for detecting street intersections, 22nd Conference on Geo-information Science, 17-20 June, Limassol, Cyprus [poster]
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(2015): Road regulation sensing with in-vehicle sensors, Proceedings of the 3rd AGILE Phd School, Champs sur Marne, France
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(2005): Dirichlet prior for Bayesian GARCH, Workshop on Machine Learning in Finance at NIPS'05
Software und Daten
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(2022): Dataset: Traffic Regulator Ground-truth Information of the City of Hannover, Germany.
DOI: https://doi.org/10.25835/cqg0x1el -
(2022): Dataset: GPS Trajectory Dataset of the Region of Hannover, Germany.
DOI: https://doi.org/10.25835/9bidqxvl -
(2022): Dataset: Traffic Regulator Ground-truth Information for the Chicago Trajectory Dataset.
DOI: https://doi.org/10.25835/0vifyzqi -
(2022): Dataset: GPS Trajectory Dataset and Traffic Regulation Information of the Region of Edessa, Greece.
DOI: https://doi.org/10.25835/v0mzwob3 -
(2020): Dataset: Speed profiles and GPS Trajectories for Traffic Rule Recognition (6 Junctions, Hannover, Germany).
DOI: https://doi.org/10.25835/0043786