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research-article

Euclidean Shape and Motion from Multiple Perspective Views by Affine Iterations

Published: 01 November 1996 Publication History

Abstract

In this paper, we describe a method for solving the Euclidean reconstruction problem with a perspective camera model by incrementally performing Euclidean reconstruction with either a weak or a paraperspective camera model. With respect to other methods that compute shape and motion from a sequence of images with a calibrated camera, this method converges in a few iterations, is computationally efficient, and solves for the sign (reversal) ambiguity. We give a detailed account of the method, analyze its convergence, and test it with both synthetic and real data.

References

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C. Tomasi and T. Kanade, "Shape and Motion from Image Streams Under Orthography: A Factorization Method," Int'l J. Computer Vision, vol. 9, no. 2, pp. 137-154, Nov. 1992.
[2]
C.J. Poelman and T. Kanade, "A Paraperspective Factorization Method for Shape and Motion Recovery," Computer Vision—ECCV 94, Proc. Third European Conf. Computer Vision, J.-O. Eklundh, ed., vol. 2, pp. 97-108. Stockholm: Springer Verlag, May 1994.
[3]
R.I. Hartley, "Euclidean Reconstruction from Uncalibrated Views," Applications of Invariance in Computer Vision, M.Z. Forsyth, ed., pp. 237-256. Berlin Heidelberg: Springer Verlag, 1994.
[4]
L. Quan, "Self-Calibration of an Affine Camera from Multiple Views," Technical Report RT 125, IMAG-LIFIA, Dec. 1994.
[5]
R. Szelinski and S.B. Kang, "Recovering 3-D Shape and Motion from Image Streams Using Non-Linear Least Squares," J. Visual Comm. and Image Representation, vol. 5, no. 1, pp. 10-28, Mar. 1994.
[6]
D.F. DeMenthon and L.S. Davis, "Model-Based Object Pose in 25 Lines of Code," Int'l J. Computer Vision, vol. 15, no. 1 /2, pp. 123-141, 1995.
[7]
R. Horaud S. Christy F. Dornaika and B. Lamiroy, "Object Pose: Links Between Paraperspective and Perspective," Proc. Fifth Int'l Conf. Computer Vision, pp. 426-433, Cambridge, Mass., June 1995.
[8]
D. Weinshall and C. Tomasi, "Linear and Incremental Acquisition of Invariant Shape Models from Image Sequences," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 17, no. 5, pp. 512-517, May 1995.
[9]
S. Christy and R. Horaud, "Euclidean Shape and Motion from Multiple Perspective Views by Affine Iterations," Technical Report RR-2421, INRIA, Dec. 1994. Available by anonymous ftp on imag.fr, directory pub/MOVI, file RR-2421.ps.gz.
[10]
G.H. Golub and C.F. Van Loan, Matrix Computations. Baltimore: The Johns Hopkins Univ. Press, 1989.

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  • (2016)Robust background identification for dynamic video editingACM Transactions on Graphics10.1145/2980179.298024335:6(1-12)Online publication date: 5-Dec-2016
  • (2012)Fast 3d structure from motion with missing points from registration of partial reconstructionsProceedings of the 7th international conference on Articulated Motion and Deformable Objects10.1007/978-3-642-31567-1_17(173-183)Online publication date: 11-Jul-2012
  • (2011)A method for asteroids 3D surface reconstruction from close approach distancesProceedings of the 8th international conference on Computer vision systems10.5555/2045399.2045403(21-30)Online publication date: 20-Sep-2011
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Information & Contributors

Information

Published In

cover image IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence  Volume 18, Issue 11
November 1996
95 pages
ISSN:0162-8828
Issue’s Table of Contents

Publisher

IEEE Computer Society

United States

Publication History

Published: 01 November 1996

Author Tags

  1. Euclidean and affine reconstruction.
  2. Perspective
  3. paraperspective
  4. weak perspective

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Cited By

View all
  • (2016)Robust background identification for dynamic video editingACM Transactions on Graphics10.1145/2980179.298024335:6(1-12)Online publication date: 5-Dec-2016
  • (2012)Fast 3d structure from motion with missing points from registration of partial reconstructionsProceedings of the 7th international conference on Articulated Motion and Deformable Objects10.1007/978-3-642-31567-1_17(173-183)Online publication date: 11-Jul-2012
  • (2011)A method for asteroids 3D surface reconstruction from close approach distancesProceedings of the 8th international conference on Computer vision systems10.5555/2045399.2045403(21-30)Online publication date: 20-Sep-2011
  • (2011)Simple single view scene calibrationProceedings of the 13th international conference on Advanced concepts for intelligent vision systems10.5555/2034246.2034321(748-759)Online publication date: 22-Aug-2011
  • (2010)Quasi-perspective structure factorization with missing dataProceedings of the 2nd international Asia conference on Informatics in control, automation and robotics - Volume 210.5555/1843292.1843354(254-257)Online publication date: 6-Mar-2010
  • (2010)Quasi-perspective Projection ModelInternational Journal of Computer Vision10.1007/s11263-009-0267-487:3(213-234)Online publication date: 1-May-2010
  • (2009)On the issue of camera calibration with narrow angular field of viewProceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems10.5555/1733343.1733415(309-315)Online publication date: 10-Oct-2009
  • (2009)Perspective 3-D euclidean reconstruction with varying camera parametersIEEE Transactions on Circuits and Systems for Video Technology10.1109/TCSVT.2009.203138019:12(1793-1803)Online publication date: 1-Dec-2009
  • (2009)Estimating 3D shape from degenerate sequences with missing dataComputer Vision and Image Understanding10.1016/j.cviu.2008.09.004113:2(261-272)Online publication date: 1-Feb-2009
  • (2009)Robust Factorization Methods Using a Gaussian/Uniform Mixture ModelInternational Journal of Computer Vision10.1007/s11263-008-0169-x81:3(240-258)Online publication date: 1-Mar-2009
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