Publications

Selected publications on radar perception, autonomous driving, and AI

Publications

Highlighted Works

RadarScenes Dataset (2021)

Ole Schumann, Markus Hahn, Nicolas Scheiner, Fabio Weishaupt, Julius F. Tilly, Jürgen Dickmann, Christian Wöhler

A Real-World Radar Point Cloud Data Set for Automotive Applications

arXiv | 1000+ citations

Scene Understanding with Automotive Radar (2020)

O. Schumann, J. Lombacher, M. Hahn, J. Dickmann, C. Wöhler

IEEE Transactions on Intelligent Vehicles, Vol. 5, No. 2, pp. 188-203

Survey paper on radar perception for autonomous driving.

Semantic Radar Grids (2017)

J. Lombacher, K. Laudt, M. Hahn, J. Dickmann, C. Wöhler

IEEE Intelligent Vehicles Symposium (IV 2017)

Novel representation for radar-based environment perception.


Selected Recent Publications

Machine Learning for Radar

Localization and Mapping

Perception and Detection

PhD Thesis

M. Hahn (2012)
Raum-zeitliche Objekt- und Aktionserkennung: ein statistischer Ansatz für reale Umgebungen
Dissertation, Universität Bielefeld
urn:nbn:de:hbz:361-23202528


Supervised Doctoral Theses

Amir Laribi (2024)

High Resolution Radar based 3D Estimation of Extended Targets for Automotive Applications

Focus: SAR imaging, height estimation, and 3D reconstruction with automotive radar.

Ole Schumann (2021)

Machine Learning Applied to Radar Data: Classification and Semantic Instance Segmentation of Moving Road Users

Focus: Deep learning for radar point cloud processing and object classification.

Jakob Lombacher (2021)

Semantische Umgebungserfassung auf Basis von Radar-Merkmalskarten

Focus: Semantic mapping and environment understanding using radar features.

Matthias Rapp (2019)

Robuste Repräsentation sich zeitlich verändernder Umgebungen mittels Radar

Focus: Temporal representations and localization in dynamic environments.


Awards


Complete Publication List

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