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6-DOF motion estimation using optical flow based on dual cameras

  • Meng yao Liu
  • , Yan Wang
  • , Lei Guo*
  • *Corresponding author for this work
  • Beihang University

Research output: Contribution to journal › Article › peer-review

Abstract

Because of its characteristics of simple algorithm and hardware, optical flow-based motion estimation has become a hot research field, especially in GPS-denied environment. Optical flow could be used to obtain the aircraft motion information, but the six-(degree of freedom) (6-DOF) motion still couldn’t be accurately estimated by existing methods. The purpose of this work is to provide a motion estimation method based on optical flow from forward and down looking cameras, which doesn’t rely on the assumption of level flight. First, the distribution and decoupling method of optical flow from forward camera are utilized to get attitude. Then, the resulted angular velocities are utilized to obtain the translational optical flow of the down camera, which can eliminate the influence of rotational motion on velocity estimation. Besides, the translational motion estimation equation is simplified by establishing the relation between the depths of feature points and the aircraft altitude. Finally, simulation results show that the method presented is accurate and robust.

Original languageEnglish
Pages (from-to)459-466
Number of pages8
JournalJournal of Central South University
Volume24
Issue number2
DOIs
StatePublished - 1 Feb 2017

Keywords

  • dual cameras
  • motion estimation
  • optical flow
  • six degree-of-freedom (6-DOF)

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