Publications
Publications in reverse chronological order. Also available on Google Scholar.
2024
WayveScenes101: A Dataset and Benchmark for Novel View Synthesis in Autonomous Driving
arXiv preprint arXiv:2407.08280, 2024
@article{zurn2024wayvescenes101,
year = {2024},
journal = {arXiv preprint arXiv:2407.08280},
author = {Zürn, Jannik and Gladkov, Paul and Dudas, Sofı́a and Cotter, Fergal and Toteva, Sofi and Shotton, Jamie and Simaiaki, Vasiliki and Mohan, Nikhil},
title = {WayveScenes101: A Dataset and Benchmark for Novel View Synthesis in Autonomous Driving},
}
Self-Supervised and Multi-Modal Learning for Perception in Mobile Robots and Autonomous Driving
PhD thesis, University of Freiburg, 2024
@phdthesis{zurn2024thesis,
doi = {10.6094/UNIFR/260783},
year = {2024},
school = {University of Freiburg},
author = {Zürn, Jannik},
title = {Self-Supervised and Multi-Modal Learning for Perception in Mobile Robots and Autonomous Driving},
}
AutoGraph: Predicting Lane Graphs from Traffic Observations
IEEE Robotics and Automation Letters, 2024
@article{zuern2024autograph,
publisher = {IEEE},
year = {2024},
pages = {73--80},
number = {1},
volume = {9},
journal = {IEEE Robotics and Automation Letters},
author = {Zürn, Jannik and Posner, Ingmar and Burgard, Wolfram},
title = {AutoGraph: Predicting Lane Graphs from Traffic Observations},
}
2023
Learning and Aggregating Lane Graphs for Urban Automated Driving
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023
@inproceedings{buchner2023learning,
year = {2023},
booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
author = {Büchner, Martin and Zürn, Jannik and Todoran, Ion-George and Valada, Abhinav and Burgard, Wolfram},
title = {Learning and Aggregating Lane Graphs for Urban Automated Driving},
}
2022
TrackletMapper: Ground Surface Segmentation and Mapping from Traffic Participant Trajectories
Conference on Robot Learning (CoRL), 2022
@inproceedings{zurn2022trackletmapper,
year = {2022},
booktitle = {Conference on Robot Learning (CoRL)},
author = {Zürn, Jannik and Weber, Sebastian and Burgard, Wolfram},
title = {TrackletMapper: Ground Surface Segmentation and Mapping from Traffic Participant Trajectories},
}
Self-Supervised Moving Vehicle Detection from Audio-Visual Cues
IEEE Robotics and Automation Letters, 2022
@article{zurn2022self,
publisher = {IEEE},
year = {2022},
pages = {7415--7422},
number = {3},
volume = {7},
journal = {IEEE Robotics and Automation Letters},
author = {Zürn, Jannik and Burgard, Wolfram},
title = {Self-Supervised Moving Vehicle Detection from Audio-Visual Cues},
}
2021
Lane Graph Estimation for Scene Understanding in Urban Driving
IEEE Robotics and Automation Letters, 2021
@article{zurn2021lane,
publisher = {IEEE},
year = {2021},
pages = {8615--8622},
number = {4},
volume = {6},
journal = {IEEE Robotics and Automation Letters},
author = {Zürn, Jannik and Vertens, Johan and Burgard, Wolfram},
title = {Lane Graph Estimation for Scene Understanding in Urban Driving},
}
Self-Supervised Visual Terrain Classification from Unsupervised Acoustic Feature Learning
IEEE Transactions on Robotics, 2021
@article{zurn2021self,
publisher = {IEEE},
year = {2021},
pages = {466--481},
number = {2},
volume = {37},
journal = {IEEE Transactions on Robotics},
author = {Zürn, Jannik and Burgard, Wolfram and Valada, Abhinav},
title = {Self-Supervised Visual Terrain Classification from Unsupervised Acoustic Feature Learning},
}
2020
HeatNet: Bridging the Day-Night Domain Gap in Semantic Segmentation with Thermal Images
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2020
@inproceedings{vertens2020heatnet,
year = {2020},
booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
author = {Vertens, Johan and Zürn, Jannik and Burgard, Wolfram},
title = {HeatNet: Bridging the Day-Night Domain Gap in Semantic Segmentation with Thermal Images},
}