Published on IIIA (http://www.iiia.csic.es)

Home > Publications > Content

Robust Vision-Based Localization using Combinations of Local Feature Regions Detectors

  • Computer Vision
  • Mobile robots
  • Object recognition
  • Robot localization

Publication Type:

Journal Article

Authors:

Arnau Ramisa [1]; Adriana Tapus [2]; David Aldavert [3]; Ricardo Toledo [4]; Ramon López de Mántaras [5]

Source:

Autonomous Robots Journal, Volume 27, Issue 4, p.373-385 (2009)

Abstract:

This paper presents a vision-based approach
for mobile robot localization. The model of the environment
is topological. The new approach characterize a
place using a signature. This signature consists of a constellation
of descriptors computed over di erent types
of local affine covariant regions extracted from an omnidirectional
image acquired rotating a standard camera
with a pan-tilt unit. This type of representation permits
a reliable and distinctive environment modeling.
Our objectives were to validate the proposed method
in indoor environments and, also, to nd out if the
combination of complementary local feature region detectors
improves the localization versus using a single
region detector. Our experimental results show that if
false matches are efectively rejected, the combination
of di erent covariant affine region detectors increases
notably the performance of the approach by combining
the di erent strengths of the individual detectors.
In order to reduce the localization time, two strategies
are evaluated

  • Tagged [6]
  • XML [7]
  • BibTex [8]
Projects: 
MID-CBR [9]
SGR2009 [10]
IIIA-CSIC
Campus de la UAB, E-08193 Bellaterra, Catalonia (Spain)
Tel: (+34) 93 580 9570 - Fax: (+34) 93 580 9661

Source URL: http://www.iiia.csic.es/en/publications/robust-vision-based-localization-using-combinations-local-feature-regions-detectors

Links:
[1] http://www.iiia.csic.es/en/individual/arnau-ramisa
[2] http://www.iiia.csic.es/en/individual/adriana-tapus
[3] http://www.iiia.csic.es/en/individual/david-aldavert
[4] http://www.iiia.csic.es/en/individual/ricardo-toledo
[5] http://www.iiia.csic.es/en/individual/ramon-lopez-mantaras
[6] http://www.iiia.csic.es/en/publications/export/tagged/3471
[7] http://www.iiia.csic.es/en/publications/export/xml/3471
[8] http://www.iiia.csic.es/en/publications/export/bib/3471
[9] http://www.iiia.csic.es/en/project/mid-cbr
[10] http://www.iiia.csic.es/en/project/sgr2009