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
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