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A parameter estimation based approach to structure and motion estimation in perspective systems
Malmö högskola, Faculty of Technology and Society (TS), Department of Materials Science and Applied Mathematics (MTM).
Centre for Mathematical Sciences, Lund University, Sweden.
2014 (English)In: 2009 European Control Conference, ECC 2009, Institute of Electrical and Electronics Engineers (IEEE), 2014, p. 4001-4006, article id 7075026Conference paper, Published paper (Refereed)
Abstract [en]

Estimation of structure and motion in computer vision systems can be performed using a dynamic systems approach, where states and parameters in a perspective system are estimated. This paper presents a new approach to the structure estimation problem, where the estimation of the 3D-positions of feature points on a moving object is reformulated as a parameter estimation problem. For each feature point, a constant parameter is estimated, from which it is possible to calculate the time-varying 3D-position. The method is shown stable using Lyapunov theory and persistency of excitation based arguments. The estimation method can be extended to the estimation of motion, in the form of angular velocity estimation. The estimation method is illustrated with simulation examples, demonstrating the estimation convergence.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE), 2014. p. 4001-4006, article id 7075026
National Category
Control Engineering
Identifiers
URN: urn:nbn:se:mau:diva-74243DOI: 10.23919/ecc.2009.7075026Scopus ID: 2-s2.0-84955205507ISBN: 9783952417393 (electronic)OAI: oai:DiVA.org:mau-74243DiVA, id: diva2:1939403
Conference
2009 10th European Control Conference, ECC 2009, 23-26 Aug 2009, Budapest, Hungary
Available from: 2025-02-21 Created: 2025-02-21 Last updated: 2025-02-21Bibliographically approved

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CiteExportLink to record
Permanent link

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Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf