Rao-Blackwellized Particle Filters and Loop Closing

IROS'05 Tutorial

Cyrill Stachniss and Wolfram Burgard



Slides (pdf, 1MB)





Related Papers

Improved Techniques for Grid Mapping
with Rao-Blackwellized Particle Filters.

Giorgio Grisetti, Cyrill Stachniss, and Wolfram Burgard
Transactions on Robotics, Volume 23, pages 34-46, 2007
paper (12 pg, pdf)

Improving Grid-based SLAM with Rao-Blackwellized Particle
Filters by Adaptive Proposals and Selective Resampling.

Giorgio Grisetti, Cyrill Stachniss, and Wolfram Burgard
In Proc. of the IEEE International Conference on Robotics and
Automation (ICRA), 2005.
Get the paper (pdf, 500kb)

Information Gain-based Exploration Using Rao-Blackwellized
Particle Filters.

Cyrill Stachniss, Giorgio Grisetti, and Wolfram Burgard
In Proc. of the Robotics: Science and Systems (RSS), 2005.
Get the paper (pdf, 520kb)

Video material









Datasets

Datasets are available here.

Implementation

See the "GMapping" project at www.openslam.org