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Automatic Room Segmentation From Unstructured 3-D Data of Indoor Environments

Ambrus, Rares (author)
KTH,Robotik, perception och lärande, RPL,Centrum för Autonoma System, CAS
Claici, Sebastian (author)
Wendt, Axel (author)
 (creator_code:org_t)
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 2017
2017
English.
In: IEEE Robotics and Automation Letters. - : IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC. - 2377-3766. ; 2:2, s. 749-756
  • Journal article (peer-reviewed)
Abstract Subject headings
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  • We present an automatic approach for the task of reconstructing a 2-D floor plan from unstructured point clouds of building interiors. Our approach emphasizes accurate and robust detection of building structural elements and, unlike previous approaches, does not require prior knowledge of scanning device poses. The reconstruction task is formulated as a multiclass labeling problem that we approach using energy minimization. We use intuitive priors to define the costs for the energy minimization problem and rely on accurate wall and opening detection algorithms to ensure robustness. We provide detailed experimental evaluation results, both qualitative and quantitative, against state-of-the-art methods and labeled ground-truth data.

Subject headings

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

Keyword

Mapping
RGB-D perception
semantic scene understanding

Publication and Content Type

ref (subject category)
art (subject category)

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