@article{Kurda2024,
author = {Kurda, Aaron and Steuernagel, Simon and Baum, Marcus},
title = {Incorporation of {OpenStreetMap} Building Data into Lidar Odometry},
journal = {TechRxiv},
year = {2024},
month = aug,
archiveprefix = {Preprint},
doi = {10.36227/techrxiv.172349303.35859650/v1},
file = {pdf:https://www.techrxiv.org/doi/pdf/10.36227/techrxiv.172349303.35859650/v1},
url = {https://www.techrxiv.org/doi/full/10.36227/techrxiv.172349303.35859650},
keywords = {Preprint}
}
Point Cloud Registration based on Gaussian Mixtures and Pairwise Wasserstein Distances
S. Steuernagel, A. Kurda, and M. Baum
2023 IEEE Symposium Sensor Data Fusion and International Conference on Multisensor Fusion and Integration (SDF-MFI), Bonn, Germany, 2023.
@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}
}
@article{Kurda2024,
author = {Kurda, Aaron and Steuernagel, Simon and Baum, Marcus},
title = {Incorporation of {OpenStreetMap} Building Data into Lidar Odometry},
journal = {TechRxiv},
year = {2024},
month = aug,
archiveprefix = {Preprint},
doi = {10.36227/techrxiv.172349303.35859650/v1},
file = {pdf:https://www.techrxiv.org/doi/pdf/10.36227/techrxiv.172349303.35859650/v1},
url = {https://www.techrxiv.org/doi/full/10.36227/techrxiv.172349303.35859650},
keywords = {Preprint}
}
Random Matrix-based Tracking of Rectangular Extended Objects with Contour Measurements
S. Steuernagel, K. Thormann, and M. Baum
27th International Conference on Information Fusion (FUSION 2024), Venice, Italy, 2024.
@conference{Steuernagel2024,
author = {Steuernagel, Simon and Thormann, Kolja and Baum, Marcus},
booktitle = {27th International Conference on Information Fusion (FUSION 2024)},
title = {Random Matrix-based Tracking of Rectangular Extended Objects with Contour Measurements},
year = {2024},
address = {Venice, Italy},
month = jul,
code = {https://github.com/Fusion-Goettingen/FUSION_2024_Steuernagel_LidarRM}
}
Indoor Localization based on Short-Range Radar and Rotating Landmarks
K. Thormann, S. Steuernagel, and M. Baum
27th International Conference on Information Fusion (FUSION 2024), Venice, Italy, 2024.
@conference{Thormann2024,
author = {Thormann, Kolja and Steuernagel, Simon and Baum, Marcus},
booktitle = {27th International Conference on Information Fusion (FUSION 2024)},
title = {Indoor Localization based on Short-Range Radar and Rotating Landmarks},
year = {2024},
address = {Venice, Italy},
month = jul,
code = {https://github.com/Fusion-Goettingen/FUSION_2024_Thormann_Landmarks},
url = {https://doi.org/10.36227/techrxiv.171085118.88997739/v2}
}
Point Cloud Registration based on Gaussian Mixtures and Pairwise Wasserstein Distances
S. Steuernagel, A. Kurda, and M. Baum
2023 IEEE Symposium Sensor Data Fusion and International Conference on Multisensor Fusion and Integration (SDF-MFI), Bonn, Germany, 2023.
@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}
}
Evaluation Scores for Elliptic Extended Object Tracking Considering Diverse Object Sizes
S. Steuernagel, K. Thormann, and M. Baum
2023 26th International Conference on Information Fusion (FUSION), Charleston, SC, USA, 2023.
@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}
}
CNN-based Shape Estimation for Extended Object Tracking using Point Cloud Measurements
S. Steuernagel, K. Thormann, and M. Baum
2022 25th International Conference on Information Fusion (FUSION), Linköping, Sweden, 2022.
@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}
}
@conference{Steuernagel2024,
author = {Steuernagel, Simon and Thormann, Kolja and Baum, Marcus},
booktitle = {27th International Conference on Information Fusion (FUSION 2024)},
title = {Random Matrix-based Tracking of Rectangular Extended Objects with Contour Measurements},
year = {2024},
address = {Venice, Italy},
month = jul,
code = {https://github.com/Fusion-Goettingen/FUSION_2024_Steuernagel_LidarRM}
}
Indoor Localization based on Short-Range Radar and Rotating Landmarks
K. Thormann, S. Steuernagel, and M. Baum
27th International Conference on Information Fusion (FUSION 2024), Venice, Italy, 2024.
@conference{Thormann2024,
author = {Thormann, Kolja and Steuernagel, Simon and Baum, Marcus},
booktitle = {27th International Conference on Information Fusion (FUSION 2024)},
title = {Indoor Localization based on Short-Range Radar and Rotating Landmarks},
year = {2024},
address = {Venice, Italy},
month = jul,
code = {https://github.com/Fusion-Goettingen/FUSION_2024_Thormann_Landmarks},
url = {https://doi.org/10.36227/techrxiv.171085118.88997739/v2}
}
2023 IEEE Symposium Sensor Data Fusion and International Conference on Multisensor Fusion and Integration (SDF-MFI), Bonn, Germany, 2023. Best Paper Award, 2nd Runner Up
@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}
}
Adaptive Kalman Filter Tracking for Instantaneous Aircraft Flutter Monitoring
R. Volkmar, K. Thormann, K. Soal, Y. Govers, M. Böswald, and M. Baum
2023 26th International Conference on Information Fusion (FUSION), Charleston, SC, USA, 2023.
@inproceedings{2023_Volkmar,
author = {Volkmar, Robin and Thormann, Kolja and Soal, Keith and Govers, Yves and Böswald, Marc and Baum, Marcus},
booktitle = {2023 26th International Conference on Information Fusion (FUSION)},
title = {Adaptive {K}alman Filter Tracking for Instantaneous Aircraft Flutter Monitoring},
year = {2023},
address = {Charleston, SC, USA},
month = jun,
pages = {1-8},
publisher = {IEEE},
doi = {10.23919/fusion52260.2023.10224091}
}
ImputAccur: fast and user-friendly calculation of genotype-imputation accuracy-measures
K. A. Thormann, V. Tozzi, P. Starke, H. Bickeböller, M. Baum, and A. Rosenberger
@article{2022_BMC_Thormann,
author = {Thormann, Kolja A. and Tozzi, Viola and Starke, Paula and Bickeb\"oller, Heike and Baum, Marcus and Rosenberger, Albert},
journal = {BMC Bioinformatics},
title = {{ImputAccur}: fast and user-friendly calculation of genotype-imputation accuracy-measures},
year = {2022},
issn = {1471-2105},
month = aug,
number = {1},
pages = {316},
volume = {23},
code = {https://gitlab.gwdg.de/kolja.thormann1/imputationquality.git},
doi = {10.1186/s12859-022-04863-z},
publisher = {Springer Science and Business Media LLC}
}
CNN-based Shape Estimation for Extended Object Tracking using Point Cloud Measurements
S. Steuernagel, K. Thormann, and M. Baum
2022 25th International Conference on Information Fusion (FUSION), Linköping, Sweden, 2022.
@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}
}
Track-to-Track Fusion for Elliptical Extended Targets Parameterized with Orientation and Semi-Axes Lengths
K. Thormann and M. Baum
2022 25th International Conference on Information Fusion (FUSION), Linköping, Sweden, 2022.
@inproceedings{2019_Fusion_Thormann,
author = {Thormann, Kolja and Baum, Marcus},
booktitle = {2019 22th International Conference on Information Fusion (FUSION)},
title = {Optimal Fusion of Elliptic Extended Target Estimates Based on the {W}asserstein Distance},
year = {2019},
address = {Ottawa, Canada},
month = jul,
pages = {1-6},
publisher = {IEEE},
code = {https://github.com/Fusion-Goettingen/ExtendedObjectTracking/tree/master/EllipseFusion},
days = {2},
doi = {10.23919/fusion43075.2019.9011393}
}
Linear-Time Joint Probabilistic Data Association for Multiple Extended Object Tracking
S. Yang, K. Thormann, and M. Baum
2018 IEEE 10th Sensor Array and Multichannel Signal Processing Workshop (SAM), Sheffield, United Kingdom, 2018.
@inproceedings{Thormann2018_Fusion,
author = {Thormann, Kolja and Baum, Marcus and Honer, Jens},
booktitle = {2018 21st International Conference on Information Fusion (FUSION)},
title = {Extended Target Tracking Using {G}aussian Processes with High-Resolution Automotive Radar},
year = {2018},
address = {Cambridge, United Kingdom},
month = jul,
pages = {1764-1770},
publisher = {IEEE},
doi = {10.23919/icif.2018.8455630}
}
Fast road boundary detection and tracking in occupancy grids from laser scans
K. Thormann, J. Honer, and M. Baum
2017 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), Daegu, Korea, 2017.
@inproceedings{Thormann2017a,
author = {Thormann, Kolja and Honer, Jens and Baum, Marcus},
booktitle = {2017 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI)},
title = {Fast road boundary detection and tracking in occupancy grids from laser scans},
year = {2017},
address = {Daegu, Korea},
month = nov,
pages = {348-353},
publisher = {IEEE},
doi = {10.1109/mfi.2017.8170453}
}
Learning an object tracker with a random forest and simulated measurements
K. Thormann, F. Sigges, and M. Baum
2017 20th International Conference on Information Fusion (Fusion), Xi’an, P.R. China, 2017.
@inproceedings{Thormann2017,
author = {Thormann, Kolja and Sigges, Fabian and Baum, Marcus},
booktitle = {2017 20th International Conference on Information Fusion (Fusion)},
title = {Learning an object tracker with a random forest and simulated measurements},
year = {2017},
address = {Xi'an, P.R. China},
month = jul,
pages = {1-4},
publisher = {IEEE},
days = {9},
doi = {10.23919/icif.2017.8009674}
}
@conference{Wolf2024,
author = {Wolf, Laura and Baum, Marcus},
booktitle = {27th International Conference on Information Fusion (FUSION 2024)},
title = {Track-to-track Association based on Deterministic Sampling using Herding},
year = {2024},
address = {Venice, Italy},
month = jul,
code = {https://github.com/Fusion-Goettingen/Fusion_2023_Wolf_T2TA}
}
Track-to-track Association based on Stochastic Optimization
L. M. Wolf, S. Steuernagel, K. Thormann, and M. Baum
2023 26th International Conference on Information Fusion (FUSION), Charleston, SC, USA, 2023.
@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}
}
Deterministic Gaussian Filtering based on Herding
L. M. Wolf and M. Baum
2022 25th International Conference on Information Fusion (FUSION), Linköping, Sweden, 2022.
@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}
}
Continuous Herded Gibbs Sampling
L. Wolf and M. Baum
2021 IEEE 24th International Conference on Information Fusion (FUSION), South Africa, 2021.
@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}
}
Marginal Association Probabilities for Multiple Extended Objects without Enumeration of Measurement Partitions
S. Yang, L. M. Wolf, and M. Baum
2020 IEEE 23rd International Conference on Information Fusion (FUSION), Virtual, 2020.
@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
Nils Kornfeld, M. Sc.
Affiliation
German Aerospace Center (DLR), Institute of Transportation Sytems, Berlin
Research area
Machine learning, deep learning, computer vision, tracking