• DocumentCode
    1265069
  • Title

    Achieving generalized object recognition through reasoning about association of function to structure

  • Author

    Stark, L. ; Bowyer, K.

  • Author_Institution
    Dept. of Comput. Sci. & Eng., Univ. of South Florida, Tampa, FL, USA
  • Volume
    13
  • Issue
    10
  • fYear
    1991
  • Firstpage
    1097
  • Lastpage
    1104
  • Abstract
    An attempt is made to demonstrate the feasibility of defining an object category in terms of the functional properties shared by all objects in the category. This form of representation should allow much greater generality. A complete system has been implemented that takes the boundary surface description of a 3D object as its input and attempts to recognize whether the object belongs to the category ´chair´ and, if so, into which subcategory if falls. This is, to the authors´ knowledge, the first implemented system to explore the use of a purely function-based definition of an object category (that is, no explicit geometric or structural model) to recognize 3D objects. System competence has been evaluated on a database of over 100 objects, and the results largely agree with human interpretation of the objects.<>
  • Keywords
    computerised pattern recognition; computerised picture processing; inference mechanisms; knowledge based systems; boundary surface description; chair recognition; function-based object category definition; function/structure association; object recognition; reasoning; Artificial intelligence; Automatic programming; Conferences; Humans; Object recognition; Program processors; Robotics and automation; Robots; Solid modeling; Spatial databases;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/34.99242
  • Filename
    99242