Homography Based Egomotion Estimation with a Common Direction

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TitreHomography Based Egomotion Estimation with a Common Direction
Type de publicationJournal Article
Year of Publication2017
AuteursSaurer O, Vasseur P, Boutteau R, Demonceaux C, Pollefeys M, Fraundorfer F
JournalIEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
Volume39
Pagination327-341
Date PublishedFEB
Type of ArticleArticle
ISSN0162-8828
Mots-clésComputer vision, egomotion estimation, homography estimation, Structure-from-Motion
Résumé

In this paper, we explore the different minimal solutions for egomotion estimation of a camera based on homography knowing the gravity vector between calibrated images. These solutions depend on the prior knowledge about the reference plane used by the homography. We then demonstrate that the number of matched points can vary from two to three and that a direct closed-form solution or a Grobner basis based solution can be derived according to this plane. Many experimental results on synthetic and real sequences in indoor and outdoor environments show the efficiency and the robustness of our approach compared to standard methods.

DOI10.1109/TPAMI.2016.2545663