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BibTex
DOI
Preprint
Source Code
Head

More information
Office
Room 3.115
Tel.
+49 551 39 20224
E-Mail
marcus.baum@cs.uni-goettingen.de
Assistance / Administration
Office
Room 3.107
Tel.
+49 551 39 20232
E-Mail
tina.bockler@informatik.uni-goettingen.de
Office
Room 2.108
Tel.
+49 551 39 20225
E-Mail
krull@informatik.uni-goettingen.de
Researchers and PhD students

Office
Room 3.101
Tel.
+49 551 39 20230
E-Mail
aaron.kurda@cs.uni-goettingen.de
Research area
Localization, Odometry, SLAM
Publications: Aaron Kurda
Web page
@article{Kurda2025b,
author = {Kurda, Aaron and Steuernagel, Simon and Jung, Lukas and Baum, Marcus},
journal = {arXiv preprint},
title = {{O}dyssey: An Automotive Lidar-Inertial Odometry Dataset for {GNSS}-denied situations},
year = {2025},
month = dec,
technicalreport = {Preprint},
doi = {10.48550/ARXIV.2512.14428},
eprint = {2512.14428},
primaryclass = {cs.RO},
publisher = {arXiv},
webnote = { Web page }
}
@article{Andert2025,
author = {Andert, Franz and Baum, Marcus and Böttcher, Oliver and v. Hinüber, Edgar and Honer, Jens and Jung, Lukas and Kaulbersch, Hauke and Kornfeld, Nils and Kurda, Aaron and Mushyam, Aditya and Schäfer, Jörg Peter and Schmidtke, Ofri and Steuernagel, Simon},
title = {{OKULAr} - {O}ptische {KI}-basierte Umfeldwahrnehmung und Lokalisierung für automatisierte Fahrzeuge},
year = {2025},
month = nov,
doi = {10.34657/26854},
language = {de},
publisher = {Hannover : Technische Informationsbibliothek},
technicalreport = {technical report}
}
@inproceedings{Kurda2025a,
author = {Kurda, Aaron and Steuernagel, Simon and Jung, Lukas and Baum, Marcus},
booktitle = {2025 European Conference on Mobile Robots (ECMR)},
title = {Reducing Drift of Lidar Odometry by Incorporating OpenStreetMap Building Data},
year = {2025},
address = {Padua, Italy},
month = sep,
publisher = {IEEE},
doi = {10.1109/ECMR65884.2025.11163206},
preprint = {https://www.techrxiv.org/users/812931/articles/1214384-reducing-drift-of-lidar-odometry-by-incorporating-openstreetmap-building-data},
code = {https://github.com/Fusion-Goettingen/ECMR_2025_Kurda_OSM}
}
@inproceedings{2023_Steuernagel,
author = {Steuernagel, Simon and Kurda, Aaron and Baum, Marcus},
booktitle = {2023 IEEE Symposium Sensor Data Fusion and International Conference on Multisensor Fusion and Integration (SDF-MFI)},
title = {Point Cloud Registration based on {G}aussian Mixtures and Pairwise {W}asserstein Distances},
year = {2023},
address = {Bonn, Germany},
month = nov,
pages = {1-8},
publisher = {IEEE},
code = {https://github.com/Fusion-Goettingen/MFI_2023_Steuernagel_GWDICP},
doi = {10.1109/sdf-mfi59545.2023.10361440}
}

Office
Room 3.101
Tel.
+49 551 39 26039
E-Mail
lukas.steinegger@cs.uni-goettingen.de
Research area
Multi-object tracking, machine learning, reinforcement learning
Publications: Lukas Steinegger

Office
Room 3.101
Tel.
+49 551 39 20234
E-Mail
simon.steuernagel@cs.uni-goettingen.de
Research area
Extended Object Tracking, SLAM
Publications: Simon Steuernagel
@article{Steuernagel2025a,
author = {Steuernagel, Simon and Baum, Marcus},
journal = {arXiv preprint},
title = {Quadratic {K}alman Filter for Elliptical Extended Object Tracking based on Decoupling State Components},
year = {2025},
month = dec,
technicalreport = {Preprint},
doi = {10.48550/ARXIV.2512.14426},
eprint = {2512.14426},
primaryclass = {eess.SP},
publisher = {arXiv}
}
Web page
@article{Kurda2025b,
author = {Kurda, Aaron and Steuernagel, Simon and Jung, Lukas and Baum, Marcus},
journal = {arXiv preprint},
title = {{O}dyssey: An Automotive Lidar-Inertial Odometry Dataset for {GNSS}-denied situations},
year = {2025},
month = dec,
technicalreport = {Preprint},
doi = {10.48550/ARXIV.2512.14428},
eprint = {2512.14428},
primaryclass = {cs.RO},
publisher = {arXiv},
webnote = { Web page }
}
@inproceedings{Steuernagel2025_SDF,
author = {Steuernagel, Simon and and Baum, Marcus},
booktitle = {2025 Sensor Data Fusion: Trends, Solutions, Applications (SDF)},
title = {Decoupled Quadratic Filter for Extended Object Tracking using Multiplicative Noise},
year = {2025},
month = nov,
publisher = {IEEE},
code = {https://github.com/Fusion-Goettingen/SDF_2025_Steuernagel_QuadraticEOT}
}
@article{Andert2025,
author = {Andert, Franz and Baum, Marcus and Böttcher, Oliver and v. Hinüber, Edgar and Honer, Jens and Jung, Lukas and Kaulbersch, Hauke and Kornfeld, Nils and Kurda, Aaron and Mushyam, Aditya and Schäfer, Jörg Peter and Schmidtke, Ofri and Steuernagel, Simon},
title = {{OKULAr} - {O}ptische {KI}-basierte Umfeldwahrnehmung und Lokalisierung für automatisierte Fahrzeuge},
year = {2025},
month = nov,
doi = {10.34657/26854},
language = {de},
publisher = {Hannover : Technische Informationsbibliothek},
technicalreport = {technical report}
}
@inproceedings{Kurda2025a,
author = {Kurda, Aaron and Steuernagel, Simon and Jung, Lukas and Baum, Marcus},
booktitle = {2025 European Conference on Mobile Robots (ECMR)},
title = {Reducing Drift of Lidar Odometry by Incorporating OpenStreetMap Building Data},
year = {2025},
address = {Padua, Italy},
month = sep,
publisher = {IEEE},
doi = {10.1109/ECMR65884.2025.11163206},
preprint = {https://www.techrxiv.org/users/812931/articles/1214384-reducing-drift-of-lidar-odometry-by-incorporating-openstreetmap-building-data},
code = {https://github.com/Fusion-Goettingen/ECMR_2025_Kurda_OSM}
}
@article{Steuernagel2025,
author = {Steuernagel, Simon and Baum, Marcus},
journal = {IEEE Transactions on Signal Processing},
title = {Extended Object Tracking by {R}ao-{B}lackwellized Particle Filtering for Orientation Estimation},
year = {2025},
pages = {2590-2602},
volume = {73},
code = {https://github.com/Fusion-Goettingen/TSP_2025_Steuernagel_RBPF},
doi = {10.1109/TSP.2025.3574689}
}
@article{Wolf2025,
author = {Wolf, Laura M. and Wolff, Vincent A. and Steuernagel, Simon and Thormann, Kolja and Baum, Marcus},
journal = {arXiv preprint},
title = {Track-to-Track Association for Collective Perception based on Stochastic Optimization},
year = {2025},
technicalreport = {Preprint},
doi = {10.48550/arXiv.2510.21278}
}
@inproceedings{Steuernagel2024b,
author = {Steuernagel, Simon and Thormann, Kolja and Baum, Marcus},
booktitle = {2024 Sensor Data Fusion: Trends, Solutions, Applications (SDF)},
title = {Modeling Contour Measurements of Elliptical Extended Objects via Gaussian Spatial Distributions},
year = {2024},
month = nov,
pages = {1--8},
publisher = {IEEE},
doi = {10.1109/sdf63218.2024.10773723},
code = {https://github.com/Fusion-Goettingen/SDF_2024_Steuernagel_ContourEOT}
}
@inproceedings{Steuernagel2024a,
author = {Steuernagel, Simon and Thormann, Kolja and Baum, Marcus},
booktitle = {2024 27th International Conference on Information Fusion (FUSION)},
title = {Random Matrix-based Tracking of Rectangular Extended Objects with Contour Measurements},
year = {2024},
month = jul,
pages = {1--8},
publisher = {IEEE},
doi = {10.23919/fusion59988.2024.10706288},
code = {https://github.com/Fusion-Goettingen/FUSION_2024_Steuernagel_LidarRM}
}
@inproceedings{Thormann2024,
author = {Thormann, Kolja and Steuernagel, Simon and Baum, Marcus},
booktitle = {2024 27th International Conference on Information Fusion (FUSION)},
title = {Indoor Localization based on Short-Range Radar and Rotating Landmarks},
year = {2024},
month = jul,
pages = {1--8},
publisher = {IEEE},
code = {https://github.com/Fusion-Goettingen/FUSION_2024_Thormann_Landmarks},
doi = {10.23919/fusion59988.2024.10706316}
}
@inproceedings{2023_Steuernagel,
author = {Steuernagel, Simon and Kurda, Aaron and Baum, Marcus},
booktitle = {2023 IEEE Symposium Sensor Data Fusion and International Conference on Multisensor Fusion and Integration (SDF-MFI)},
title = {Point Cloud Registration based on {G}aussian Mixtures and Pairwise {W}asserstein Distances},
year = {2023},
address = {Bonn, Germany},
month = nov,
pages = {1-8},
publisher = {IEEE},
code = {https://github.com/Fusion-Goettingen/MFI_2023_Steuernagel_GWDICP},
doi = {10.1109/sdf-mfi59545.2023.10361440}
}
@inproceedings{Steuernagel_2023b,
author = {Steuernagel, Simon and Thormann, Kolja and Baum, Marcus},
booktitle = {2023 26th International Conference on Information Fusion (FUSION)},
title = {Evaluation Scores for Elliptic Extended Object Tracking Considering Diverse Object Sizes},
year = {2023},
address = {Charleston, SC, USA},
month = jun,
pages = {1-7},
publisher = {IEEE},
code = {https://github.com/Fusion-Goettingen/Fusion_2023_Steuernagel_EvaluationScores},
doi = {10.23919/fusion52260.2023.10224112}
}
@inproceedings{Steuernagel_2023,
author = {Steuernagel, Simon and Thormann, Kolja and Baum, Marcus},
booktitle = {2023 26th International Conference on Information Fusion (FUSION)},
title = {Improved Extended Object Tracking with Efficient Particle-based Orientation Estimation},
year = {2023},
address = {Charleston, SC, USA},
month = jun,
pages = {1-8},
publisher = {IEEE},
code = {https://github.com/Fusion-Goettingen/Fusion_2023_Steuernagel_EOTParticleFilter},
doi = {10.23919/fusion52260.2023.10224128}
}
@inproceedings{Wolf_2023,
author = {Wolf, Laura M. and Steuernagel, Simon and Thormann, Kolja and Baum, Marcus},
booktitle = {2023 26th International Conference on Information Fusion (FUSION)},
title = {Track-to-track Association based on Stochastic Optimization},
year = {2023},
address = {Charleston, SC, USA},
month = jun,
pages = {1-7},
publisher = {IEEE},
code = {https://github.com/Fusion-Goettingen/Fusion_2023_Wolf_T2TA},
doi = {10.23919/fusion52260.2023.10224113}
}
@inproceedings{2022_Steuernagel,
author = {Steuernagel, Simon and Thormann, Kolja and Baum, Marcus},
booktitle = {2022 25th International Conference on Information Fusion (FUSION)},
title = {{CNN}-based Shape Estimation for Extended Object Tracking using Point Cloud Measurements},
year = {2022},
address = {Link\"oping, Sweden},
month = jul,
pages = {1-8},
publisher = {IEEE},
code = {https://github.com/Fusion-Goettingen/Fusion2022_Steuernagel_CNN-EOT},
doi = {10.23919/fusion49751.2022.9841254}
}

Office
Room 3.102
Tel.
+49 551 39 21842
E-Mail
laura.wolf@cs.uni-goettingen.de
Research area
Track-2-track fusion, deterministic sampling, nonlinear estimation
Publications: Laura Wolf
Best Paper Award, 3rd Place
@inproceedings{Malzer2025_SDF,
author = {Malzer, Claudia and Wolf, Laura and Baum, Marcus},
booktitle = {2025 Sensor Data Fusion: Trends, Solutions, Applications (SDF)},
title = {A Multi-Stage Clustering Framework for Track-to-Track-Association},
year = {2025},
month = nov,
publisher = {IEEE},
award = {Best Paper Award, 3rd Place},
certificate = {https://filepool.informatik.uni-goettingen.de/gcms/fsn/pdf/awards/Award_MFI2025.pdf}
}
@article{Wolf2025,
author = {Wolf, Laura M. and Wolff, Vincent A. and Steuernagel, Simon and Thormann, Kolja and Baum, Marcus},
journal = {arXiv preprint},
title = {Track-to-Track Association for Collective Perception based on Stochastic Optimization},
year = {2025},
technicalreport = {Preprint},
doi = {10.48550/arXiv.2510.21278}
}
@inproceedings{Wolf2024,
author = {Wolf, Laura M. and Baum, Marcus},
booktitle = {2024 27th International Conference on Information Fusion (FUSION)},
title = {Track-to-track Association based on Deterministic Sampling using Herding},
year = {2024},
month = jul,
pages = {1--6},
publisher = {IEEE},
doi = {10.23919/fusion59988.2024.10706350}
}
@inproceedings{Wolf_2023,
author = {Wolf, Laura M. and Steuernagel, Simon and Thormann, Kolja and Baum, Marcus},
booktitle = {2023 26th International Conference on Information Fusion (FUSION)},
title = {Track-to-track Association based on Stochastic Optimization},
year = {2023},
address = {Charleston, SC, USA},
month = jun,
pages = {1-7},
publisher = {IEEE},
code = {https://github.com/Fusion-Goettingen/Fusion_2023_Wolf_T2TA},
doi = {10.23919/fusion52260.2023.10224113}
}
@inproceedings{2022_Wolf,
author = {Wolf, Laura M. and Baum, Marcus},
booktitle = {2022 25th International Conference on Information Fusion (FUSION)},
title = {Deterministic {G}aussian Filtering based on Herding},
year = {2022},
address = {Link\"oping, Sweden},
month = jul,
pages = {1-8},
publisher = {IEEE},
code = {https://github.com/Fusion-Goettingen/Fusion_2022_Wolf_HKF},
doi = {10.23919/fusion49751.2022.9841346}
}
@inproceedings{2021_Wolf,
author = {Wolf, Laura and Baum, Marcus},
booktitle = {2021 IEEE 24th International Conference on Information Fusion (FUSION)},
title = {Continuous Herded {G}ibbs Sampling},
year = {2021},
address = {South Africa},
month = nov,
pages = {1-6},
publisher = {IEEE},
doi = {10.23919/fusion49465.2021.9626934}
}
@inproceedings{2020_Wolf,
author = {Wolf, Laura M. and Baum, Marcus},
booktitle = {2020 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI)},
title = {Deterministic {G}ibbs Sampling for Data Association in Multi-Object Tracking},
year = {2020},
address = {Virtual},
month = sep,
pages = {291-296},
publisher = {IEEE},
code = {https://github.com/Fusion-Goettingen/HerdedGibbs},
doi = {10.1109/mfi49285.2020.9235211}
}
@inproceedings{2020_Fusion_Yang,
author = {Yang, Shishan and Wolf, Laura M. and Baum, Marcus},
booktitle = {2020 IEEE 23rd International Conference on Information Fusion (FUSION)},
title = {Marginal Association Probabilities for Multiple Extended Objects without Enumeration of Measurement Partitions},
year = {2020},
address = {Virtual},
month = jul,
pages = {1-8},
publisher = {IEEE},
doi = {10.23919/fusion45008.2020.9190500}
}
External PhD students
Affiliation
German Aerospace Center (DLR), Institute of Transportation Sytems, Braunschweig
Research area
Track level fusion, collective perception
Affiliation
German Aerospace Center (DLR), Institute of Transportation Sytems, Berlin
Research area
Machine learning, deep learning, computer vision, tracking
Research area
Spatial information systems, clustering
Publications: Claudia Malzer
Best Paper Award, 3rd Place
@inproceedings{Malzer2025_SDF,
author = {Malzer, Claudia and Wolf, Laura and Baum, Marcus},
booktitle = {2025 Sensor Data Fusion: Trends, Solutions, Applications (SDF)},
title = {A Multi-Stage Clustering Framework for Track-to-Track-Association},
year = {2025},
month = nov,
publisher = {IEEE},
award = {Best Paper Award, 3rd Place},
certificate = {https://filepool.informatik.uni-goettingen.de/gcms/fsn/pdf/awards/Award_MFI2025.pdf}
}
@article{Sensors21_Malzer,
author = {Malzer, Claudia and Baum, Marcus},
journal = {Sensors},
title = {Constraint-Based Hierarchical Cluster Selection in Automotive Radar Data},
year = {2021},
issn = {1424-8220},
month = may,
number = {10},
pages = {3410},
volume = {21},
article-number = {3410},
code = {https://github.com/Fusion-Goettingen/Constraint-based-Clustering},
doi = {10.3390/s21103410},
publisher = {MDPI AG},
url = {https://www.mdpi.com/1424-8220/21/10/3410}
}
@inproceedings{2020_Malzer,
author = {Malzer, Claudia and Baum, Marcus},
booktitle = {2020 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI)},
title = {A Hybrid Approach To Hierarchical Density-based Cluster Selection},
year = {2020},
address = {Virtual},
month = sep,
pages = {223-228},
publisher = {IEEE},
code = {https://hdbscan.readthedocs.io/en/latest/how_to_use_epsilon.html},
doi = {10.1109/mfi49285.2020.9235263}
}
Alumni
Function
Former External Ph.D. Student
Function
Former External Ph.D. Student
Function
Former Ph.D. Student
Function
Former Ph.D. Student
Function
Former External Ph.D. Student
Function
Former Ph.D. Student