Recognition of planar shapes under affine distortion

Methods for the recognition ofplanar shapes from arbitrary viewpoints are described. The adopted model of projection is orthographic. The invariant descriptions derived for this group are one-dimensional shape signatures comparable to the well-known curvature as a function of arc length description of Euclidean geometry. Since the use of such differential invariants in the affine case would lead to unacceptably high orders of derivatives, affine invariant descriptions based onsemi-differential invariants are proposed as an alternative. A systematic discussion of different types of these invariants is given. The usefulness and viability of this methodology is demonstrated on a database containing more than 40 objects.

[1]  André Oosterlinck,et al.  Shape recognition under affine distortions , 1992 .

[2]  P. Olver Applications of lie groups to differential equations , 1986 .

[3]  A. Fordy APPLICATIONS OF LIE GROUPS TO DIFFERENTIAL EQUATIONS (Graduate Texts in Mathematics) , 1987 .

[4]  A. Bruckstein,et al.  Differential invariants of planar curves and recognizing partially occluded shapes , 1992 .

[5]  Robert M. Haralick,et al.  Optimal affine-invariant point matching , 1990, [1990] Proceedings. 10th International Conference on Pattern Recognition.

[6]  Luc Van Gool,et al.  Recognition and semi-differential invariants , 1991, Proceedings. 1991 IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[7]  D. Forsyth,et al.  Using Projective Invariants for Constant Time Library Indexing in Model Based Vision , 1991 .

[8]  B. Barsky,et al.  An Introduction to Splines for Use in Computer Graphics and Geometric Modeling , 1987 .

[9]  Luc Van Gool,et al.  Foundations of semi-differential invariants , 2005, International Journal of Computer Vision.

[10]  Yehezkel Lamdan,et al.  On recognition of 3-D objects from 2-D images , 2011, Proceedings. 1988 IEEE International Conference on Robotics and Automation.

[11]  R. Walde,et al.  Introduction to Lie groups and Lie algebras , 1973 .

[12]  Alfred M. Bruckstein,et al.  On differential invariants of planar curves and recognizing partially occluded planar shapes , 1995, Annals of Mathematics and Artificial Intelligence.

[13]  Luc Van Gool,et al.  Semi-differential invariants for nonplanar curves , 1992 .