Abstract
A structural knowledge-based search method is utilized for the estimation of geometric transforms from airborne video sequences. Examples are projective planar homographies and constraints such as the fundamental matrix. These estimations are calculated from correspondences of interest points between two images. Different approaches are discussed to cope with the problem of outlier- correspondences. To ensure any-time performance the search process is implemented in a data-driven production system. The pose estimation from planar homographies is compared to estimations from fundamental matrices. A fusion of both approaches is proposed. The image processing is performed by bottom-up structural analysis using an assessment-driven control. Examples are from the thermal spectral domain.
Chapter PDF
Similar content being viewed by others
Keywords
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.
References
Ben-Ezra, M., Peleg, S., Werman, M.: Real Time Motion Analysis with Linear Programming. CVIU 78, 32–52 (1999)
Chum, O., Matas, J., Obdrzalek, S.: Epipolar Geometry from Three Correspondences. In: CVWW 2003, Vatlice, Czech Republic (2003)
Faugeras, O.: Three-Dimensional Computer Vision. MIT Press, Mass (1993)
Fischler, M.A., Bolles, R.C.: Random sample consensus: A paradigm for model fitting with applications to image analysis and automated cartography. Comm. Assoc. Comp. Mach. 24, 381–395 (1981)
Foerstner, W.: A Framework for Low Level Feature Extraction. In: Eklundh, J.-O. (ed.) ECCV 1994. LNCS, vol. 801, pp. 383–394. Springer, Heidelberg (1994)
Hartley, R., Zisserman, A.: Multiple View Geometry in Computer Vision. Cambridge University Press, Cambridge (2000)
Holland, P.W., Welsch, R.E.: Robust regression using iteratively reweighted leastsquares. Comm. Statist. Theor. Meth. 6, 813–827 (1977)
Jurie, F., Dhome, M.: Real Time Robust Template Matching. In: BMVC-2002, pp. 123–132 (2002)
Ma, Y., Soatto, S., Kosecka, J., Sastry, S.: An Invitation to 3-D Vision. Springer, Berlin (2000)
Michaelsen, E., Stilla, U.: Probabilistic Decisions in Production Nets: An Example from Vehicle Recognition. In: Caelli, T.M., Amin, A., Duin, R.P.W., Kamel, M.S., de Ridder, D. (eds.) SPR 2002 and SSPR 2002. LNCS, vol. 2396, pp. 225–233. Springer, Heidelberg (2002)
Michaelsen, E., Stilla, U.: Good Sample Consensus Estimation of 2d-Homographies for Vehicle Movement Detection from Thermal Videos. In: Ebner, H., Hiepke, C., Mayer, H., Pakzad, K. (eds.) Photogrammetric Image Analysis PIA 2003. Intern. Arch. of Photogr. and Rem. Sens., vol. 34, Part 3/W8, pp. 125–130 (2003)
Michaelsen, E., Stilla, U.: Sensor Pose Inference from Airborne Videos by Decomposing Homography Estimates. Accepted for ISPRS 2004, Commission III, WG III/I (2004)
Torr, P.H.S., Davidson, C.: IIMSAC: Synthesis of importance sampling and random sample consensus. IEEE – PAMI 25(3), 354–364 (2003)
Sawhney, H.S.: Simplifying motion and structure analysis using planar parallax and image warping. In: ICPR 1994, vol. I, pp. 403–407. IEEE-Press, Los Alamitos (1994)
Stilla, U., Michaelsen, E., Lütjen, K.: Automatic Extraction of Buildings from Aerial Images. In: Leberl, F., Kalliany, R., Gruber, M. (eds.) Mapping Buildings, Roads and other Manmade Structures from Images, IAPR-TC7, Wien, Oldenburg, pp. 229–244 (1996)
Sujew, S., Ernst, I.: LUMOS Airborne Traffic Monitoring. In: Int. Workshop on Airborne Traffic Measurement, DLR, Berlin (2003)
Robust Estimation Library, rrel, university of Manchester (accessed December 24, 2003), http://paine.wiau.man.ac.uk/pub/doc_vxl/contrib/rpl/rrel/html/
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2004 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Michaelsen, E., Stilla, U. (2004). Pose Estimation from Airborne Video Sequences Using a Structural Approach for the Construction of Homographies and Fundamental Matrices. In: Fred, A., Caelli, T.M., Duin, R.P.W., Campilho, A.C., de Ridder, D. (eds) Structural, Syntactic, and Statistical Pattern Recognition. SSPR /SPR 2004. Lecture Notes in Computer Science, vol 3138. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-27868-9_52
Download citation
DOI: https://doi.org/10.1007/978-3-540-27868-9_52
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-22570-6
Online ISBN: 978-3-540-27868-9
eBook Packages: Springer Book Archive