Abstract
This paper is concerned with three-dimensional (3D) analysis of images showing 3D motion of an observer relative to a scene. It presents an approach to recovering 3D motion and structure parameters from multiple features present in a monocular image sequence such as points, regions, lines, texture gradient and vanishing line. For concreteness, the paper focuses on flight images of a planar, textured surface. In this paper, a linear integrated estimation method using two views is developed. Then, for robust estimation, a nonlinear integrated estimation method using multiple frames is presented. The integration of information in these diverse features is carried out using minimization of image errors. To reduce computation, a sequential-batch method is used to compute motion and structure. Performance is evaluated through simulations and experiments with a real image sequence digitized from a commercially available laserdisc of films taken from flying aircrafts.
The support of Defense Advanced Research Projects Agency and the National Science Foundation under grant IRI-89-02728 is gratefully acknowledged.
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References
R. Y. Tsai and T.S. Huang, “Estimating 3D motion parameters of a rigid planar patch, II: SVD,” IEEE Trans. ASSP, vol. 30, no. 4, pp. 525–534, Aug. 1982.
N. Cui, J. Weng and P. Cohen, “Extended structure and motion analysis from monocular image sequences,” in Proc. 3rd ICCV, Osaka, Japan, pp. 222–229, 1990.
S. Sull and N. Ahuja, “Segmentation, matching and estimation of structure and motion of textured piecewise planar surfaces,” in Proc. IEEE Workshop on Visual Motion, Princeton, NJ, pp. 274–279, Oct. 1991.
S. Sull, “Integrated 3D analysis and analysis guided synthesis,” Ph.D dissertation, University of Illinois, Urbana-Champaign, 1993.
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© 1994 Springer-Verlag Berlin Heidelberg
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Sull, S., Ahuja, N. (1994). Integrated 3D analysis of flight image sequences. In: Eklundh, JO. (eds) Computer Vision — ECCV '94. ECCV 1994. Lecture Notes in Computer Science, vol 800. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-57956-7_25
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DOI: https://doi.org/10.1007/3-540-57956-7_25
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