• DocumentCode
    2025045
  • Title

    Covariant-conics decomposition of quartics for 2D object recognition and affine alignment

  • Author

    Tarel, Jean-Philippe ; Wolovich, William A. ; Cooper, David B.

  • Author_Institution
    Inst. Nat. de Recherche en Inf. et Autom., Le Chesnay, France
  • Volume
    2
  • fYear
    1998
  • fDate
    4-7 Oct 1998
  • Firstpage
    818
  • Abstract
    This paper outlines a geometric parameterization of 2D curves where the parameterization is in terms of geometric invariants and terms that determine an intrinsic coordinate system. Thus, we present a new approach to handle two fundamental problems: single-computation alignment and recognition of 2D shapes under affine transformations. The approach is model-based, and every shape is first fit by an implicit fourth degree (quartic) polynomial. Based on the decomposition of this equation into three covariant conics, we are able to define a unique intrinsic reference system that incorporates usable alignment information contained in the implicit polynomial representation, a complete set of geometric invariants, and thus an associated canonical form for a quartic. This representation permits shape recognition based on 8 affine invariants. This is illustrated in experiments with real data sets
  • Keywords
    image recognition; image representation; object recognition; polynomials; transforms; 2D curves; 2D object recognition; 2D shapes; affine alignment; affine transformations; canonical form; covariant-conics decomposition; fourth degree polynomial; geometric invariants; geometric parameterization; intrinsic coordinate system; model-based approach; parameterization; polynomial representation; quartics; shape recognition; single-computation alignment; Curve fitting; Linear systems; Noise generators; Noise robustness; Object recognition; Polynomials; Shape; Tellurium;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on
  • Conference_Location
    Chicago, IL
  • Print_ISBN
    0-8186-8821-1
  • Type

    conf

  • DOI
    10.1109/ICIP.1998.723684
  • Filename
    723684