Cyrill Stachniss
University of Freiburg, Board of the Swiss Federal Institutes of Technology, University of Bonn, ETH Zurich, Imperial College London, Lamarr Institute for Machine Learning and Artificial Intelligence, University of Oxford, Science Oxford, Volkswagen Group (Germany), Universität Ulm, Sapienza University of Rome, Institute of Geodesy and Geophysics, Carnegie Mellon University, Machine Intelligence Research Institute, Robotics Research (United States)
Papers
258
Total Citations
20,546
H-Index
59
About
Cyrill Stachniss is a leading figure in mobile robotics and autonomous systems, whose research has profoundly shaped how robots perceive, map, and navigate complex environments. Based at the University of Bonn, his work spans simultaneous localization and mapping (SLAM), probabilistic robotics, 3D environmental modeling, and agricultural robotics. Stachniss made foundational contributions to SLAM through his pioneering work on Rao-Blackwellized particle filters, developing improved techniques that dramatically enhanced the reliability and efficiency of grid-based mapping—work that has accumulated over 3,000 citations across related publications. His co-development of OctoMap, a probabilistic 3D mapping framework now ubiquitous in robotics research, has garnered nearly 2,900 citations and remains a standard tool in the field. His widely read tutorial on graph-based SLAM has guided a generation of researchers entering the discipline. Beyond foundational robotics, Stachniss has meaningfully extended his expertise into precision agriculture, producing influential datasets and deep learning-based crop classification systems for UAV-based smart farming. His recent KISS-ICP work demonstrates a continued commitment to elegant, practical solutions over unnecessary complexity. With tens of thousands of citations across his career, Stachniss stands as one of robotics' most impactful and versatile researchers.
Research Focus
Key Achievements
Top Papers
- 1OctoMap: an efficient probabilistic 3D mapping framework based on octrees2,827 citations · 2013
- 2Improved Techniques for Grid Mapping With Rao-Blackwellized Particle Filters2,412 citations · 2007
- 3A Tutorial on Graph-Based SLAM1,300 citations · 2010
- 4Coordinated multi-robot exploration1,146 citations · 2005
- 5
- 6Information Gain-based Exploration Using Rao-Blackwellized Particle Filters538 citations · 2005
- 7
- 8UAV-based crop and weed classification for smart farming384 citations · 2017
- 9On measuring the accuracy of SLAM algorithms333 citations · 2009
- 10