Covariant-Conics Decomposition of Quartics for 2D Shape Recognition and Alignment

被引:0
作者
Jean-Philippe Tarel
William A. Wolovich
David B. Cooper
机构
[1] INRIA,Division of Engineering
[2] Domaine de Voluceau,undefined
[3] Rocquencourt,undefined
[4] Brown University,undefined
来源
Journal of Mathematical Imaging and Vision | 2003年 / 19卷
关键词
alignment; alignment-independent curve recognition; Euclidean and affine invariants; complete-sets of invariants; implicit polynomial curves; algebraic curves; shape representation; shape recognition;
D O I
暂无
中图分类号
学科分类号
摘要
This paper outlines a new geometric parameterization of 2D curves where parameterization is in terms of geometric invariants and parameters that determine intrinsic coordinate systems. This new approach handles two fundamental problems: single-computation alignment, and recognition of 2D shapes under Euclidean or affine transformations. The approach is model-based: every shape is first fitted by a quartic represented by a fourth degree 2D polynomial. Based on the decomposition of this equation into three covariant conics, we are able, in both the Euclidean and the affine cases, to define a unique intrinsic coordinate system for non-singular bounded quartics that incorporates usable alignment information contained in the polynomial representation, a complete set of geometric invariants, and thus an associated canonical form for a quartic. This representation permits shape recognition based on 11 Euclidean invariants, or 8 affine invariants. This is illustrated in experiments with real data sets.
引用
收藏
页码:255 / 273
页数:18
相关论文
共 40 条
  • [1] Blane M.M.(2000)The 3L algorithm for fitting implicit polynomial curves and surfaces to data IEEE Transactions on Pattern Analysis and Machine Intelligence 22 298-313
  • [2] Lei Z.(1994)Describing complicated objects by implicit polynomials IEEE Transactions on Pattern Analysis and Machine Intelligence 16 38-53
  • [3] Cooper D.B.(1990)On recognizing and positioning curved 3D objects from image contours IEEE Transactions on Pattern Analysis and Machine Intelligence 12 1127-1137
  • [4] Keren D.(1995)Computationally fast Bayesian recognition of complex objects based on mutual algebraic invariants Proceedings of IEEE International Conference on Image Processing (ICIP'95) 3 635-638
  • [5] Cooper D.B.(1992)On using CAD models to compute the pose of curved 3D objects Computer Vision, Graphics, and Image Processing 55 184-197
  • [6] Subrahmonia J.(1987)Direct least squares fitting of algebraic surfaces Computer Graphics 21 145-152
  • [7] Kriegman D.J.(1996)Practical reliable Bayesian recognition of 2D and 3D objects using implicit polynomials and algebraic invariants IEEE Transactions on Pattern Analysis and Machine Intelligence 18 505-519
  • [8] Ponce J.(1994)Using geometric distance fits for 3D object modeling and recognition IEEE Transactions on Pattern Analysis and Machine Intelligence 16 1183-1196
  • [9] Lei Z.(2000)The complex representation of algebraic curves and its simple exploitation for pose estimation and invariant recognition IEEE Transactions on Pattern Analysis and Machine Intelligence 22 663-674
  • [10] Keren D.(2000)Improving the stability of algebraic curves for applications IEEE Transactions on Image Processing 9 405-416