Towards an Informed Search Behavior for Domestic Robots

نویسندگان

  • Leon Ziegler
  • Frederic Siepmann
  • Marco Kortkamp
  • Sven Wachsmuth
چکیده

In this paper we present an object search behavior for a mobile domestic robot that reduces the search space by applying a novel kind of spatial attention system. Different visual cues are mapped in a SLAM-like manner in order to identify hypotheses for possible object locations. These locations are scanned for known objects using a recognition method consisting of two complementary pathways – a detector measuring color distributions and a classifier using a SVM with a Pyramid Matching Kernel. We show the usefulness of the proposed approach by conducting an evaluation in a real world apartment scenario.

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تاریخ انتشار 2010