Arbeitete als wissenschaftlicher Mitarbeiter in einem vom BMBF geförderten Projekt (EVUS) an der Nutzung von Daten aus Sozialen Medien, um daraus Hinweise auf Überschwemmungen und Hochwasser zu finden. Hierzu setzte er Methoden des Deep Learnings ein.
Publikationen
Begutachtete Zeitschriftenartikel und Buchkapitel
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(2024): Gap completion in point cloud scene occluded by vehicles using SGC-Net, ISPRS Journal of Photogrammetry and Remote Sensing, Vol.215, 331-350
DOI: https://doi.org/10.1016/j.isprsjprs.2024.07.009 -
(2022): Determination of building flood risk maps from LiDAR mobile mapping data, Computers, Environment and Urban Systems, Volume 93, 2022
DOI: 10.1016/j.compenvurbsys.2022.101759
ISSN: 0198-9715 -
(2021): Impact‐based forecasting for pluvial floods, Earth's Future, e2020EF001851.
DOI: 10.1029/2020EF001851 -
(2020): Flood severity mapping from Volunteered Geographic Information by interpreting water level from images containing people: A case study of Hurricane Harvey, ISPRS Journal of Photogrammetry and Remote Sensing, 169, 301-319.
DOI: 10.1016/j.isprsjprs.2020.09.011
arXiv: 2006.11802 -
(2019): Learning Cartographic Building Generalization with Deep Convolutional Neural Networks, ISPRS Int. J. Geo-Inf. 2019, 8(6), 258
DOI: 10.3390/ijgi8060258 -
(2018): Extraction of pluvial flood relevant volunteered geographic information (VGI) by deep learning from user generated texts and photos, ISPRS International Journal of Geo-Information 7(2),39
DOI: 10.3390/ijgi7020039
Begutachtete Konferenzbeiträge
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(2022): IMPROVING 3D PEDESTRIAN DETECTION FOR WEARABLE SENSOR DATA WITH 2D HUMAN POSE, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences 4 (2022): 219-226. | Datei |
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(2020): Learning a Precipitation Indicator from Traffic Speed Variation Patterns, Transportation Research Procedia, 47, 203-210.
DOI: 10.1016/j.trpro.2020.03.090 -
(2018): Enhancing the resolution of urban digital terrain models using mobile mapping systems, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences IV-4/W6 (2018), S. 11-18.
DOI: 10.5194/isprs-annals-IV-4-W6-11-2018 -
(2017): Social media as a rainfall indicator, Bregt, A., Sarjakoski, T., Lammeren, R. van, Rip, F. (Eds.). Societal Geo-Innovation : short papers, posters and poster abstracts of the 20th AGILE Conference on Geographic Information Science | Datei |
Konferenzbeiträge
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(2020): Multi-scale Building Maps from Aerial Imagery, International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences, 43, 41-47.
DOI: 10.5194/isprs-archives-XLIII-B3-2020-41-2020 -
(2019): Flood level estimation from news articles and flood detection from satellite image sequences, Working Notes Proceedings of the MediaEval 2019 Workshop, Sophia-Antipolis, France, 27-29 October 2019. Weitere Informationen
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(2018): Ensembled convolutional neural network models for retrieving flood relevant tweets, Working Notes Proceedings of the MediaEval 2018 Workshop, Sophia Antipolis, France, 29-31 October 2018. Weitere Informationen
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(2018): Echtzeitvorhersage urbaner Sturzfluten und damit verbundene Wasserkontaminationen, AquaUrbanica 2018, Schriftenreihe Wasser Infrastruktur Ressourcen, Band 1, TU Kaiserslautern. | Datei |
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(2018): Building Generalization using Deep Learning, Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4, 565-572, 2018.
DOI: 10.5194/isprs-archives-XLII-4-565-2018 -
(2017): Real-Time Prediction of Pluvial Floods and Induced Water Contamination, 17th International Conference on Urban Drainage, 9/2017, Prague | Datei |
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(2016): 3D feature point extraction from LiDAR data using a neural network, ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, vol. XLI-B1, pp. 563-569
DOI: 10.5194/isprs-archives-XLI-B1-563-2016
Monographien
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(2021): Extraction of Flood and Precipitation Observations from Opportunistic Volunteered Geographic Information, Deutsche Geodätische Kommission bei der Bayerischen Akademie der Wissenschaften Reihe C, Dissertationen, Heft Nr. 882, München 2021 Weitere Informationen
ISBN: 978-3-7696-5294-9
ISSN: 0065-5325
Diskussionspapier
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(2021): Interaction Detection Between Vehicles and Vulnerable Road Users: A Deep Generative Approach with Attention, ArXiv Weitere Informationen
arXiv: 2105.03891
sonstige Beiträge
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(2020): Impact-based early warning for pluvial floods, EGU General Assembly Conference Abstracts (p. 10507)
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(2018): Echtzeitvorhersage von Überflutung, Schadstofftransport und Schäden für Sturzflutereignisse am Beispiel Oberricklingen in Hannover, Forum für Hydrologie und Wasserbewirtschaftung, Heft 40, 2018 | Datei |