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Plan-based Object Search and Exploration Using Semantic Spatial Knowledge in the Real World

Aydemir, Alper (author)
KTH,Datorseende och robotik, CVAP
Göbelbecker, Moritz (author)
Institut für Informatik, Albert-Ludwigs-Universität Freiburg, Germany
Pronobis, Andrzej (author)
KTH,Datorseende och robotik, CVAP
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Sjöö, Kristoffer (author)
KTH,Datorseende och robotik, CVAP
Jensfelt, Patric (author)
KTH,Datorseende och robotik, CVAP
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 (creator_code:org_t)
2011
2011
English.
In: Proc. of the European Conference on Mobile Robotics (ECMR'11).
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • In this paper we present a principled planner based approach to the active visual object search problem in unknown environments. We make use of a hierarchical planner that combines the strength of decision theory and heuristics. Furthermore, our object search approach leverages on the conceptual spatial knowledge in the form of object cooccurences and semantic place categorisation. A hierarchical model for representing object locations is presented with which the planner is able to perform indirect search. Finally we present real world experiments to show the feasibility of the approach.

Subject headings

NATURVETENSKAP  -- Data- och informationsvetenskap (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences (hsv//eng)

Keyword

Active Sensing
Object Search
Semantic Mapping

Publication and Content Type

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Aydemir, Alper
Göbelbecker, Mor ...
Pronobis, Andrze ...
Sjöö, Kristoffer
Jensfelt, Patric
About the subject
NATURAL SCIENCES
NATURAL SCIENCES
and Computer and Inf ...
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By the university
Royal Institute of Technology

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