Skip to main content

Bearing-Only SLAM with an Omnicam

An Experimental Evaluation for Service Robotics Applications

  • Conference paper
Autonome Mobile Systeme 2005

Part of the book series: Informatik aktuell ((INFORMAT))

Abstract

SLAM mechanisms are a key component towards advanced service robotics applications since knowing the pose allows goal directed movements or can ensure full coverage of cleaning areas. In particular, SLAM reduces the deployment efforts of a service robot. Currently, a major hurdle are the high costs of suitable range measuring devices which do not fit into the budget of many proposed applications. A solution are bearing-only SLAM approaches since these can be used with cheap sensors like omnicams.

This paper applies a bearing-only SLAM approach to features extracted from images of an uncalibrated omnicam. Experiments with an omnicam onboard a Pioneer-3DX robot prove the suitability of EKF-based bearing-only SLAM for service robotics applications.

The contribution of this work is to evaluate bearing-only SLAM with a cheap sensor on a real robot in scenarios that cover characteristic requirements of advanced service robotics applications. The results show that bearing-only SLAM can be succesfully used with cheap sensors to overcome a major hurdle towards advanced service robots.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 79.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 119.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. T. Bailey. Constrained Initialisation for Bearing-Only SLAM. In: Proc. IEEE Int. Conf. on Robotics and Automation (ICRA), 2003.

    Google Scholar 

  2. T. Fitzgibbons and E. Nebot. Bearing-Only SLAM Using Colour-based Feature Tracking. In: Proc. of the Australian Conf. on Robotics and Automation, Auckland, 2002.

    Google Scholar 

  3. J. Hesch and N. Trawny. Simultaneous Localization and Mapping using an Omni-Directional Camera. Available: www-users.cs.umn.edu/~joel/_files/BoS.pdf.

    Google Scholar 

  4. N. M. Kwok, G. Dissanayaka and Q. P. Ha. Bearing-only SLAM Using a SPRT Based Gaussian Sum Filter. In: Proc. IEEE Int. Conf. on Robotics and Automation (ICRA), 2005.

    Google Scholar 

  5. T. Lemaire et. al. A practical 3D Bearing-Only SLAM algorithm. In: IEEE Int. Conf. on Intelligent Robots and Systems (IROS), Edmonton, 2005.

    Google Scholar 

  6. J. Ortega et al. Delayed vs Undelayed Landmark Initialization for Bearing Only SLAM. In: ICRA 2005 Workshop W-M08: Simultaneous Localization and Mapping. Available: web-diis.unizar.es/%7Ejdtardos/ICRA2005/SolaAbstract.pdf

    Google Scholar 

  7. S. Roumeliotis and J. Burdick. Stochastic cloning: A generalized framework for processing relative state measurements. In: Proc. IEEE Int. Conf. on Robotics and Automation (ICRA), 2002.

    Google Scholar 

  8. J. Sola et al. Undelayed Initialization in Bearing Only SLAM. In: IEEE Int. Conf. on Intelligent Robots and Systems (IROS), Edmonton, 2005.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2006 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Schlegel, C., Hochdorfer, S. (2006). Bearing-Only SLAM with an Omnicam. In: Levi, P., Schanz, M., Lafrenz, R., Avrutin, V. (eds) Autonome Mobile Systeme 2005. Informatik aktuell. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-30292-1_13

Download citation

Publish with us

Policies and ethics