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Martin Büchner

PhD Student
Postal address:

Albert-Ludwigs-Universität Freiburg
Technische Fakultät
Robot Learning Lab
Georges-Köhler-Allee 080
D-79110 Freiburg i. Br., Germany

Office: 080-00-022
Email: buechner@cs.uni-freiburg.de

About me

Research Interests

  • Learning on Graph Structures
  • 3D Scene Graphs, Vision-Language Navigation & Manipulation, Open-Vocabulary Perception
  • State Estimation for Robotics

Teaching

Students

  • Elias Greve: Collaborative Panoptic Mapping (Oct 22)
  • Amrutha Venkatesan: 3D Multi-Agent Multi-Object Tracking (May 22)
  • Abdelrhman Werby: Hierarchical Open-Vocabulary Scene Graphs (Jun 23)
  • Simon Dorer: Learning Lane Graphs Using Transformers from Aerial Imagery (Oct 23)
  • Rishabh Verma: Scene Graph Affordances
  • Yusuf Salcan: Grasp Everything with Anything
  • Tim Steinke: Collaborative Open-Vocabulary 3D Scene Graphs
  • Amrutha Venkatesan: Multi-Modal Data Association in 3D Multi-Object Tracking using Graph Transformers (Mercedes Benz AG)
  • Abdelrhman Werby: TBA
  • Lennart Koenig: TBA

Publications

View all my publications on Google Scholar.

  • Martin Büchner*, Simon Dorer*, Abhinav Valada
    Learning Lane Graphs from Aerial Imagery Using Transformers
    RSS 2024 Workshop on Autonomous Vehicles Across Scales (AVAS)
    Download BibTeX

  • Abdelrhman Werby*, Chenguang Huang*, Martin Büchner* , Abhinav Valada, Wolfram Burgard
    Hierarchical Open-Vocabulary 3D Scene Graphs for Language-Grounded Robot Navigation
    Robotics: Science and Systems (RSS), 2024.
    ICRA 2024 Workshop on Vision and Language Models for Navigation and Manipulation (VLMNM)
    Download Website BibTeX

  • Daniel Honerkamp*, Martin Büchner*, Fabian Despinoy, Tim Welschehold, Abhinav Valada
    Language-Grounded Dynamic Scene Graphs for Interactive Object Search with Mobile Manipulation
    IEEE Robotics and Automation Letters (RA-L), 2024.
    Spotlight Talk: RSS 2024 1st Workshop on Semantic Reasoning and Goal Understanding in Robotics (SemRob)
    Spotlight Talk: ICRA 2024 Workshop on Vision and Language Models for Navigation and Manipulation (VLMNM)
    Download Website BibTeX

  • Elias Greve*, Martin Büchner*, Niclas Vödisch*, Wolfram Burgard, Abhinav Valada
    Collaborative Dynamic 3D Scene Graphs for Automated Driving
    IEEE International Conference on Robotics and Automation (ICRA), 2024 🇯🇵
    Download Website BibTeX

  • Max Argus*, Abhijeet Nayak*, Martin Büchner, Silvio Galesso, Abhinav Valada , Thomas Brox
    Compositional Servoing by Recombining Demonstrations
    IEEE International Conference on Robotics and Automation (ICRA), 2024 🇯🇵
    Download Website BibTeX

  • Raphael Trumpp*, Martin Büchner*, Abhinav Valada, Marco Caccamo
    Efficient Learning of Urban Driving Policies Using Bird's-Eye-View Representations
    IEEE Intelligent Transportation Systems Conference (ITSC), 2023
    Download Website BibTeX

  • Martin Büchner*, Jannik Zürn*, Ion-George Todoran, Abhinav Valada, Wolfram Burgard
    Learning and Aggregating Lane Graphs for Urban Automated Driving
    IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR), 2023.
    Download Website BibTeX

  • Martin Büchner, Abhinav Valada
    3D Multi-Object Tracking Using Graph Neural Networks with Cross-Edge Modality Attention
    IEEE Robotics and Automation Letters (RA-L), 2022 + IROS.
    Download Website Video BibTeX

  • Ana Petrovska, Malte Neuss, Sebastian Bergemann, Martin Buechner, M. Ansab Shohab,
    Smart Self-Adaptive Cyber-Physical Systems: How can Exploration and Learning Improve Performance in a Partially Observable Multi-Agent Context?
    ADAPTIVE 2021: The Thirteenth International Conference on Adaptive and Self-Adaptive Systems and Applications, 2021.
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