• DocumentCode
    794601
  • Title

    A method for enforcing integrability in shape from shading algorithms

  • Author

    Frankot, Robert T. ; Chellappa, Rama

  • Author_Institution
    Hughes Aircraft Co., El Segundo, CA, USA
  • Volume
    10
  • Issue
    4
  • fYear
    1988
  • fDate
    7/1/1988 12:00:00 AM
  • Firstpage
    439
  • Lastpage
    451
  • Abstract
    An approach for enforcing integrability, a particular implementation of the approach, an example of its application to extending an existing shape-from-shading algorithm, and experimental results showing the improvement that results from enforcing integrability are presented. A possibly nonintegrable estimate of surface slopes is represented by a finite set of basis functions, and integrability is enforced by calculating the orthogonal projection onto a vector subspace spanning the set of integrable slopes. The integrability projection constraint was applied to extending an iterative shape-from-shading algorithm of M.J. Brooks and B.K.P. Horn (1985). Experimental results show that the extended algorithm converges faster and with less error than the original version. Good surface reconstructions were obtained with and without known boundary conditions and for fairly complicated surfaces
  • Keywords
    computerised pattern recognition; computerised picture processing; convergence; integrability; orthogonal projection; shape from shading; surface reconstructions; surface slopes; vector subspace spanning; Aerospace engineering; Frequency domain analysis; Geometry; Image processing; Image reconstruction; Iterative algorithms; Radar imaging; Shape; Signal processing; Surface reconstruction;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/34.3909
  • Filename
    3909