Nothing Special   »   [go: up one dir, main page]

skip to main content
10.5555/1768615.1768637guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
Article

Triangulation of points, lines and conics

Published: 10 June 2007 Publication History

Abstract

The problem of reconstructing 3D scene features from multiple views with known camera motion and given image correspondences is considered. This is a classical and one of the most basic geometric problems in computer vision and photogrammetry. Yet, previous methods fail to guarantee optimal reconstructions - they are either plagued by local minima or rely on a non-optimal cost-function. A common framework for the triangulation problem of points, lines and conics is presented. We define what is meant by an optimal triangulation based on statistical principles and then derive an algorithm for computing the globally optimal solution. The method for achieving the global minimum is based on convex and concave relaxations for both fractionals and monomials. The performance of the method is evaluated on real image data.

References

[1]
Hartley, R.I., Zisserman, A.: Multiple View Geometry in Computer Vision, 2nd edn. Cambridge University Press, Cambridge (2004).
[2]
Slama, C.C.: Manual of Photogrammetry. American Society of Photogrammetry, Falls Church, VA (1980).
[3]
Hartley, R., Sturm, P.: Triangulation. Computer Vision and Image Understanding 68(2), 146-157 (1997).
[4]
Kanatani, K.: Statistical Optimization for Geometric Computation: Theory and Practice. In: Elsevier Science, Elsevier, North-Holland, Amsterdam (1996).
[5]
Stewénius, H., Schaffalitzky, F., Nistér, D.: How hard is three-view triangulation really? In: Int. Conf. Computer Vision, Beijing, China (2005).
[6]
Kahl, F., Henrion, D.: Globally optimal estimates for geometric reconstruction problems. In: Int. Conf. Computer Vision, Beijing, China (2005).
[7]
Agarwal, S., Chandraker, M., Kahl, F., Kriegman, D., Belongie, S.: Practical global optimization for multiview geometry. In: Leonardis, A., Bischof, H., Pinz, A. (eds.) ECCV 2006. LNCS, vol. 3951, Springer, Heidelberg (2006).
[8]
Harris, C., Stephens, M.: A combined corner and edge detector. In: Alvey Vision Conference. pp. 147-151 (1988).
[9]
Triggs, B.: Detecting keypoints with stable position, orientation, and scale under illumination changes. In: Pajdla, T., Matas, J(G.) (eds.) ECCV 2004. LNCS, vol. 3024, Springer, Heidelberg (2004).
[10]
Freund, R.W., Jarre, F.: Solving the sum-of-ratios problem by an interior-point method. Journal of Global Optimization 19, 83-102 (2001).
[11]
Tawarmalani, M., Sahinidis, N.V.: Semidefinite relaxations of fractional programs via novel convexification techniques. Journal of Global Optimization 20, 133-154 (2001).
[12]
Sturm, J.: Using SeDuMi 1.02, a Matlab toolbox for optimization over symmetric cones. Optimization Methods and Software 11(12), 625-653 (1999).
[13]
Ryoo, H.S., Sahinidis, N.V.: Analysis of bounds for multilinear functions. Journal of Global Optimization 19(4), 403-424 (2001).
[14]
Benson, H.P.: Using concave envelopes to globally solve the nonlinear sum of ratios problem. Journal of Global Optimization 22, 343-364 (2002).
[15]
Schaible, S., Shi, J.: Fractional programming: the sum-of-ratios case. Optimization Methods and Software 18, 219-229 (2003).

Cited By

View all
  • (2007)Optimal algorithms in multiview geometryProceedings of the 8th Asian conference on Computer vision - Volume Part I10.5555/1775614.1775617(13-34)Online publication date: 18-Nov-2007

Recommendations

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

cover image Guide Proceedings
SCIA'07: Proceedings of the 15th Scandinavian conference on Image analysis
June 2007
988 pages
ISBN:9783540730392
  • Editors:
  • Kjær Bjarne Ersbøll,
  • Kim Steenstrup Pedersen

Publisher

Springer-Verlag

Berlin, Heidelberg

Publication History

Published: 10 June 2007

Qualifiers

  • Article

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)0
  • Downloads (Last 6 weeks)0
Reflects downloads up to 08 Dec 2024

Other Metrics

Citations

Cited By

View all
  • (2007)Optimal algorithms in multiview geometryProceedings of the 8th Asian conference on Computer vision - Volume Part I10.5555/1775614.1775617(13-34)Online publication date: 18-Nov-2007

View Options

View options

Login options

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media