Arbeitete als wissenschaftlicher Mitarbeiter im DFG-Graduiertenkollege SocialCars. Er erforschte die Möglichkeit, aus beobachteten Trajektorien von Fußgängern oder Fahrzeugen die nächsten Zeitschritte der Bewegungen zu prädizieren.
Publikationen
Begutachtete Zeitschriftenartikel und Buchkapitel
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(2024): A graph-and attention-based multi-agent trajectory prediction model., ISPRS Journal of Photogrammetry and Remote Sensing, 205, 163-175.
DOI: https://doi.org/10.1016/j.isprsjprs.2023.10.001 -
(2023): Generating Evidential BEV Maps in Continuous Driving Space, ISPRS Journal of Photogrammetry and Remote Sensing, Volume 204, Pages 27-41
DOI: https://doi.org/10.1016/j.isprsjprs.2023.08.013
ISSN: ISSN 0924-2716 -
(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): Keypoints-Based Deep Feature Fusion for Cooperative Vehicle Detection of Autonomous Driving, IEEE Robotics and Automation Letters. 7, 2, S. 3054 - 3061 8 S.
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(2021): AMENet: Attentive Maps Encoder Network for Trajectory Prediction, ISPRS Journal of Photogrammetry and Remote Sensing Weitere Informationen
DOI: 10.1016/j.isprsjprs.2020.12.004
arXiv: 2006.08264 -
(2020): Traffic Control Recognition with Speed-Profiles: A Deep Learning Approach, ISPRS International Journal of Geo-Information
DOI: https://doi.org/10.3390/ijgi9110652
Begutachtete Konferenzbeiträge
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(2024): Controllable Diverse Sampling for Diffusion Based Motion Behavior Forecasting, IEEE Intelligent Vehicles Symposium (IV)
DOI: 10.1109/IV55156.2024.10588486 -
(2023): ForceFormer: Exploring Social Force and Transformer for Pedestrian Trajectory Prediction, IEEE Intelligent Vehicles Symposium, Proceedings
DOI: 10.1109%2fIV55152.2023.10186643 -
(2021): Autonomous Vehicles Drive into Shared Spaces: eHMI Design Concept Focusing on Vulnerable Road Users, Accepted of publication in proceedings of 2021 IEEE 24th International Conference on Intelligent Transportation Systems (ITSC) Weitere Informationen
arXiv: arXiv:2104.06916 -
(2020): Trajectory Modelling in Shared Spaces: Expert-Based vs. Deep Learning Approach?, International Workshop on Multi-Agent Systems and Agent-Based Simulation Weitere Informationen
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(2020): Automatic Interaction Detection Between Vehicles and Vulnerable Road Users During Turning at an Intersection, 2020 IEEE Intelligent Vehicles Symposium (IV) | Datei |
DOI: 10.1109/IV47402.2020.9304554 -
(2020): Exploring Dynamic Context for Multi-path Trajectory Prediction, Accepted for publication in ICRA 2021 | Datei | Weitere Informationen
arXiv: arXiv:2010.16267v3 -
(2020): MCENET: Multi-Context Encoder Network for Homogeneous Agent Trajectory Prediction in Mixed Traffic, 2020 IEEE 23rd International Conference on Intelligent Transportation Systems (ITSC) Weitere Informationen
DOI: 10.1109/ITSC45102.2020.9294296
arXiv: 2002.05966 -
(2020): An Agent-Based Model for Trajectory Modelling in Shared Spaces: A Combination of Expert-Based and Deep Learning Approaches, Proceedings of the 19th International Conference on Autonomous Agents and MultiAgent Systems Weitere Informationen
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(2019): Pedestrian Group Detection in Shared Space., 2019 IEEE Intelligent Vehicles Symposium (IV) (pp. 1707-1714). IEEE.
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(2019): Occupant Monitoring in Automated Vehicles: Classification of Situation Awareness Based on Head Movements While Cornering, Proceedings of the Human Factors and Ergonomics Society Annual Meeting
DOI: 10.1177/1071181319631048 -
(2018): Modeling Mixed Traffic in Shared Space Using LSTM with Probability Density Mapping, 2018 21st International Conference on Intelligent Transportation Systems (ITSC)
DOI: 10.1109/ITSC.2018.8569757 -
(2018): Mixed traffic trajectory prediction using LSTM–based models in shared space, 21st AGILE Conference on Geographic Information Science, 2018; Lund; Sweden, Volume part F3, 2018, Pages 309-325
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(2017): The influence of city size on dietary choices and food recommendation, Proceedings of the 25th conference on user modeling, adaptation and personalization
DOI: 10.1145/3079628.3079641
ISBN: 978-1-4503-4635-1/17/07 -
(2017): The influence of city size on dietary choices, Adjunct Publication of the 25th Conference on User Modeling, Adaptation and Personalization
DOI: 10.1145/3099023.3099058
Konferenzbeiträge
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(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
Monographien
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(2021): Deep Learning of User Behavior in Shared Spaces, Deutsche Geodätische Kommission bei der Bayerischen Akademie der Wissenschaften Reihe C, Dissertationen, Heft Nr. 872, München 2021 Weitere Informationen
ISBN: 978-3-7696-5284-0
ISSN: 0065-5325
Diskussionspapier
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(2023): LAformer: Trajectory Prediction for Autonomous Driving with Lane-Aware Scene Constraints
arXiv: http://arxiv.org/pdf/2302.13933v1 -
(2021): Interaction Detection Between Vehicles and Vulnerable Road Users: A Deep Generative Approach with Attention, ArXiv Weitere Informationen
arXiv: 2105.03891 -
(2021): Keypoints-Based Deep Feature Fusion for Cooperative Vehicle Detection of Autonomous Driving
arXiv: 2109.11615.