Bayesian fusion of ceiling mounted camera and laser range finder on a mobile robot for people detection and localization

Ninghang Hu*, Gwenn Englebienne, Ben J.A. Kröse

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

15 Citations (Scopus)

Abstract

Robust people detection and localization is a prerequisite for many applications where service robots interact with humans. Future robots will not be stand-alone any more but will operate in smart environments that are equipped with sensor systems for context awareness and activity recognition. This paper describes a probabilistic framework for the fusion of data from a laser range finder on a mobile robot and an overhead camera fixed in a domestic environment. The contribution of the framework is that it enables seamless integration with other sensors. For tracking multiple people it is possible to use a probabilistic particle filter tracker. We show that the fusion improves the results of the individual subsystems.

Original languageEnglish
Title of host publicationHuman Behavior Understanding
Subtitle of host publicationThird Workshop, HBU 2012, Vilamoura, Portugal, October 7, 2012, Proceedings
EditorsAlbert Ali Salah
Place of PublicationBerlin, Heidelberg
PublisherSpringer
Pages41-51
Number of pages11
ISBN (Electronic)978-3-642-34014-7
ISBN (Print)978-3-642-34013-0
DOIs
Publication statusPublished - 2012
Externally publishedYes
Event3rd International Workshop on Human Behavior Understanding, HBU 2012 - Vilamoura, Portugal, Vilamoura, Portugal
Duration: 7 Oct 20127 Oct 2012
Conference number: 3

Publication series

NameLecture Notes in Computer Science
PublisherSpringer
Volume7559
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Workshop

Workshop3rd International Workshop on Human Behavior Understanding, HBU 2012
Abbreviated titleHBU 2012
Country/TerritoryPortugal
CityVilamoura
Period7/10/127/10/12
Other7 October 2012

Keywords

  • n/a OA procedure

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