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Evaluation of Three Vision-Based Object Perception Methods for a Mobile Robotic Platform

  • Computer Vision
  • Mobile robots
  • Object recognition

Publication Type:

Journal Article

Authors:

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

Source:

Journal of Intelligent and Robotic Systems , Volume 68, Issue 2, p.185-208 (2012)

Abstract:

This paper addresses object perception applied to mobile robotics. Being able to perceive semantically meaningful objects in unstructured environments is a ke capability in order to make robots suitable to perform high-level tasks in home environments. However, finding a solution for this task is daunting: it requires the ability to handle the variability in image formation in a moving camera with tight time constraints. The paper brings to attention some of the issues with applying three state of the art object recognition and detection methods in a mobile robotics scenario, and
proposes methods to deal with windowing/segmentation. Thus, this work aims at evaluating the state-of-the-art in object perception in an attempt to develop a lightweight solution for mobile robotics use/research in typical indoor settings.

  • Tagged [6]
  • XML [7]
  • BibTex [8]
Projects: 
SGR2009 [9]
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Source URL: http://www.iiia.csic.es/en/publications/evaluation-three-vision-based-object-perception-methods-mobile-robotic-platform

Links:
[1] http://www.iiia.csic.es/en/individual/arnau-ramisa
[2] http://www.iiia.csic.es/en/individual/david-aldavert
[3] http://www.iiia.csic.es/en/individual/shrihari-vasudevan
[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/4815
[7] http://www.iiia.csic.es/en/publications/export/xml/4815
[8] http://www.iiia.csic.es/en/publications/export/bib/4815
[9] http://www.iiia.csic.es/en/project/sgr2009