Skip to main content

Part of the book series: Springer Tracts in Advanced Robotics ((STAR,volume 122))

  • 524 Accesses

Abstract

The topological mapping algorithms presented in this book have been validated using a common framework, featuring several criteria for performance evaluation and a number of relevant public datasets representing different scenarios of operation. The algorithms have as well been compared against some state-of-the-art solutions. The goal of this chapter is to summarize this experimental framework, which will be used to evaluate the solutions proposed in the rest of the book.

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 84.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 109.99
Price excludes VAT (USA)
  • Durable hardcover 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

Notes

  1. 1.

    http://cogrob.ensta-paristech.fr/loopclosure.html.

  2. 2.

    http://www.robots.ox.ac.uk/~mobile/IJRR_2008_Dataset.

  3. 3.

    http://www.cvlibs.net/datasets/kitti.

References

  1. Ortiz, A., Oliver, G.: On the use of the overlapping area matrix for image segmentation evaluation: a survey and new performance measures. Pattern Recognit. Lett. 27(16), 1916–1926 (2006)

    Google Scholar 

  2. Davis, J., Goadrich, M.: The relationship between precision-recall and ROC curves. In: ICMLA, pp. 233–240 (2006)

    Google Scholar 

  3. Angeli, A., Filliat, D., Doncieux, S., Meyer, J.A.: A fast and incremental method for loop-closure detection using bags of visual words. IEEE Trans. Robot. 24(5), 1027–1037 (2008)

    Google Scholar 

  4. Cummins, M., Newman, P.: FAB-MAP: probabilistic localization and mapping in the space of appearance. Int. J. Robot. Res. 27(6), 647–665 (2008)

    Google Scholar 

  5. Geiger, A., Lenz, P., Urtasun, R.: Are we ready for autonomous driving? The KITTI vision benchmark suite. In: IEEE Conference on Computer Vision Pattern Recognition, pp. 3354–3361 (2012)

    Google Scholar 

  6. Garcia-Fidalgo, E., Ortiz, A.: Vision-based topological mapping and localization by means of local invariant features and map refinement. Robotica 33(7), 1446–1470 (2015)

    Google Scholar 

  7. Arroyo, R., Alcantarilla, P.F., Bergasa, L.M., Yebes, J.J., Bronte, S.: Fast and effective visual place recognition using binary codes and disparity information. In: IEEE/RSJ International Conference on Intelligent Robots and Systems (2014)

    Google Scholar 

  8. Cummins, M., Newman, P.: Appearance-only SLAM at large scale with FAB-MAP 2.0. Int. J. Robot. Res. 30(9), 1100–1123 (2011)

    Google Scholar 

  9. Milford, M., Wyeth, G.: SeqSLAM: visual route-based navigation for sunny summer days and stormy winter nights. In: IEEE International Conference on Robotics and Automation, pp. 1643–1649 (2012)

    Google Scholar 

  10. Sünderhauf, N., Neubert, P., Protzel, P.: Are we there yet? challenging SeqSLAM on a 3000 km journey across all four seasons. In: Workshop on Long-Term Autonomy, ICRA (2013)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Alberto Ortiz .

Rights and permissions

Reprints and permissions

Copyright information

© 2018 Springer International Publishing AG, part of Springer Nature

About this chapter

Check for updates. Verify currency and authenticity via CrossMark

Cite this chapter

Garcia-Fidalgo, E., Ortiz, A. (2018). Experimental Setup. In: Methods for Appearance-based Loop Closure Detection. Springer Tracts in Advanced Robotics, vol 122. Springer, Cham. https://doi.org/10.1007/978-3-319-75993-7_4

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-75993-7_4

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-75992-0

  • Online ISBN: 978-3-319-75993-7

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics