Abstract
In this work we propose the use of Differential Evolution as a numerical method to estimate directly the orientation and position of several views taken by a same camera. First, from two views, the camera parameters are estimated and also the other parameters (orientation and position) for both views. We can estimate 3D points in this configuration and then, in a second step, new views, and also new 3D points, are added to the initial reconstruction calculated in the first step. We tested our approach with a simulation using four views. The results clearly show the good performance of the proposed approach.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Longuet-Higgins, H.: A computer algorithm for reconstructing a scene from two projections. Nature 293, 133–135 (1981)
Hartley, R.I.: Euclidean reconstruction from uncalibrated views. In: Proceedings of the Second Joint European - US Workshop on Applications of Invariance in Computer Vision, pp. 237–256. Springer, London (1994)
Sturm, P.: A case against kruppa’s equations for camera self-calibration. IEEE Trans. Pattern Anal. Mach. Intell. 22(10), 1199–1204 (2000)
Kanatani, K., Nakatsuji, A., Sugaya, Y.: Stabilizing the focal length computation for 3D reconstruction from two uncalibrated views. Int. J. Comput. Vision 66(2), 109–122 (2006)
Horn, B.K.P.: Relative orientation revisited. Journal of the Optical Society of America 8(10), 1630–1638 (1991)
Price, K.V., Storn, R.M.: Differential evolution. Dr. Dobbs Journal 22(4), 18–24 (1997)
Mezura, E., Velázquez, J., Coello, C.A.: A comparative study of differential evolution variants for global optimization. In: GECCO 2006: Proceedings of the 8th annual conference on Genetic and evolutionary computation, pp. 485–492. ACM Press, New York (2006)
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 2008 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
de la Fraga, L.G., Vite-Silva, I. (2008). Direct 3D Metric Reconstruction from Multiple Views Using Differential Evolution. In: Giacobini, M., et al. Applications of Evolutionary Computing. EvoWorkshops 2008. Lecture Notes in Computer Science, vol 4974. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-78761-7_35
Download citation
DOI: https://doi.org/10.1007/978-3-540-78761-7_35
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-78760-0
Online ISBN: 978-3-540-78761-7
eBook Packages: Computer ScienceComputer Science (R0)