• DocumentCode
    1246920
  • Title

    Local invariants for recognition

  • Author

    Rivlin, Ehud ; Weiss, Isaac

  • Author_Institution
    Dept. of Comput. Sci., Israel Inst. of Technol., Haifa, Israel
  • Volume
    17
  • Issue
    3
  • fYear
    1995
  • fDate
    3/1/1995 12:00:00 AM
  • Firstpage
    226
  • Lastpage
    238
  • Abstract
    Geometric invariants are shape descriptors that remain unchanged under geometric transformations such as projection or changing the viewpoint. A new method of obtaining local projective and affine invariants is developed and implemented for real images. Being local, the Invariants are much less sensitive to occlusion than global invariants. The invariants´ computation is based on a canonical method. This consists of defining a canonical coordinate system by the intrinsic properties of the shape, independently of the given coordinate system. Since this canonical system is independent of the original one, it is invariant and all quantities defined in it are invariant. The method was applied without the use of a curve parameter. This was achieved by fitting an implicit polynomial to an arbitrary curve in a vicinity of each curve point. Several configurations are treated: a general curve without any correspondence and curves with known correspondences of one or two feature points or lines. Experimental results for different 2D objects in 3D space are presented
  • Keywords
    geometry; image recognition; affine invariants; canonical coordinate system; geometric invariants; geometric transformations; implicit polynomial; intrinsic shape properties; local invariants; projective invariants; recognition; shape descriptors; Automation; Computer science; Curve fitting; Geometry; Image matching; Image recognition; Notice of Violation; Object recognition; Polynomials; Shape;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/34.368188
  • Filename
    368188