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A planning approach to active visual search in large environments

Göbelbecker, M. (author)
Aydemir, Alper (author)
KTH,Centrum för Autonoma System, CAS
Pronobis, Andrzej (author)
KTH,Centrum för Autonoma System, CAS
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Sjöö, Kristoffer (author)
KTH,Centrum för Autonoma System, CAS
Jensfelt, Patric (author)
KTH,Centrum för Autonoma System, CAS
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 (creator_code:org_t)
2011
2011
English.
In: AAAI Workshop Tech. Rep.. - 9781577355250 ; , s. 8-13
  • 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 co-occurrences 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

TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Robotteknik och automation (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Robotics (hsv//eng)

Keyword

Hierarchical model
Object location
Real world experiment
Search problem
Spatial knowledge
Unknown environments
Visual objects
Visual search
Decision theory
Hierarchical systems
Semantics
Robot programming

Publication and Content Type

ref (subject category)
kon (subject category)

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