Abstract
We present an algorithm for a conic fitting based on a generalization of planar version of conformal geometric algebra to geometric algebra for conics (GAC). We introduce a novel normalization condition that follows naturally from this setting and which is invariant with respect to rotations and scaling. Finally, we provide a comparison to standard methods demonstrated on examples in MATLAB.
Similar content being viewed by others
References
Bookstein, F.L.: Fitting conic sections to scattered data. Comput. Graph. Image Process. 9, 56–71 (1979)
Dorst, L.: Total least squares fitting of k-spheres in n-D euclidean space using an (n+2)-D isometric representation. J Math Imaging Vis 214–234, (2014)
Fitzgibbon, A.W., Fisher, R.B.: A buyer’s guide to conic fitting. Proceedings of the 6th British Conference on Machine Vision, 2, 513–522, (1995)
Fitzgibbon, A.W., Pilu, M., Fisher, R.B.: Direct least squares fitting of ellipses. IEEE Trans. Patt. Anal. Mach. Intell. 21(5), 476–480 (1999)
Rosin, P.L.: A note on the least square fitting of ellipses. Pattern Recognit. Lett. 14, 799–808 (1993)
Gander, W., Golub, G.H., Strebel, R.: Least-square fitting of circles and ellipses. BIT 43, 558–578 (1994)
Hildenbrand, D.: Introduction to geometric algebra computing. CRC Press, Taylor & Francis Group, Boca Raton (2019)
Hrdina, J., Návrat, A., Vašík, P.: Geometric algebra for conics. Adv. Appl. Clifford Algebras 28, 66 (2018). https://doi.org/10.1007/s00006-018-0879-2
Kelley, C. T.: Iterative methods for optimization, SIAM Front. Appl. Math. 18, (1999)
Perwass, Ch.: Geometric algebra with applications in engineering. Springer, Berlin (2009)
Pratt, V.: Techniques for conic splines. Comput. Graph. 19(3), 151–159 (1985)
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
The research was supported by the Czech Science Foundation under Grant no: 17-21360S. This article is part of the Topical Collection on Proceedings of AGACSE 2018, IMECC-UNICAMP, Campinas, Brazil, edited by Sebastià Xambó-Descamps and Carlile Lavor.
Rights and permissions
About this article
Cite this article
Hrdina, J., Návrat, A. & Vašík, P. Conic Fitting in Geometric Algebra Setting. Adv. Appl. Clifford Algebras 29, 72 (2019). https://doi.org/10.1007/s00006-019-0989-5
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s00006-019-0989-5