Abstract
For real-time disparity estimation from stereo images the coordinates of feature points are evaluated. This paper analyses the influence of camera noise on the accuracy of feature point coordinates of a feature point detector similar to the Harris Detector, modified for disparity estimation. As a result the error variance of the horizontal coordinate of each feature point and the variance of each corresponding disparity value is calculated as a function of the image noise and the local intensity distribution. Disparities with insufficient accuracy can be discarded in order to ensure a given accuracy. The results of the error analysis are confirmed by experimental results.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Luxen, M.: Variance component estimation in performance characteristics applied to feature extraction procedures. In: Michaelis, B., Krell, G. (eds.) DAGM 2003. LNCS, vol. 2781, pp. 498–506. Springer, Heidelberg (2003)
Rohr, K.: Localization properties of direct corner detectors. Journal of Mathematical Imaging and Vision 4, 139–150 (1994)
Szeliski, R.: Bayesian Modeling of Uncertainty in Low-Level Vision. Kluwer International Series in Engineering and Computer Science 79 (1989) ISBN: 0792390393
Shi, J., Tomasi, C.: Good features to track. In: CVPR, pp. 593–600. IEEE, Los Alamitos (1994)
Kanazawa, Y., Kanatani, K.: Do we really have to consider covariance matrices for image features? In: ICCV, pp. 301–306 (2001)
Morris, D.D., Kanade, T.: A unified factorization algorithm for points, line segments and planes with uncertainty models. In: Proceedings of Sixth IEEE International Conference on Computer Vision (ICCV 1998), pp. 696–702 (1998)
Singh, A.: An estimation-theoretic framework for image-flow computation. In: ICCV. Third international conference on computer vision, pp. 168–177 (1990)
Förstner, W.: Reliability analysis of parameter estimation in linear models with applications to mensuration problems in computer vision. In: CVGIP, vol. 40, pp. 273–310 (1987)
Harris, C., Stephens, M.: A combined corner and edge detector. In: 4th Alvey Vision Conference, pp. 147–151 (1988)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2006 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Mikulastik, P.A., Broszio, H., Thormählen, T., Urfalioglu, O. (2006). Error Analysis of Feature Based Disparity Estimation. In: Chang, LW., Lie, WN. (eds) Advances in Image and Video Technology. PSIVT 2006. Lecture Notes in Computer Science, vol 4319. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11949534_1
Download citation
DOI: https://doi.org/10.1007/11949534_1
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-68297-4
Online ISBN: 978-3-540-68298-1
eBook Packages: Computer ScienceComputer Science (R0)