QuEst: A Quaternion-Based Approach for Camera Motion Estimation From Minimal Feature Points

被引:22
|
作者
Fathian, Kaveh [1 ]
Pablo Ramirez-Paredes, J. [2 ]
Doucette, Emily A. [3 ]
Curtis, J. Willard [3 ]
Gans, Nicholas R. [1 ]
机构
[1] Univ Texas Dallas, Dept Elect Engn, Richardson, TX 75080 USA
[2] Univ Guanajuato, Dept Elect Engn, Salamanca 36885, Gto, Mexico
[3] US Air Force, Res Lab, Munit Directorate, Eglin AFB, FL 32542 USA
来源
关键词
Computer vision for automation; computer vision for transportation; computer vision for other robotic applications;
D O I
10.1109/LRA.2018.2792142
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
In this letter, we consider the problem of recovering the rotation and translation changes of a moving camera from captured images. This problem is traditionally solved using the epipolar constraint, where the rotation and translation changes are recovered from the essential matrix. We propose a new formulation based on quaternion representation of rotation. Using this formulation, we recover the rotation and translation changes separately without resorting to an essential matrix. We compare the estimation accuracy and execution time of the proposed method with several state-of-the-art algorithms using both synthetic and actual image sequences. On average, our approach shows better accuracy in the presence of noise, but it has a larger execution time. For the benefit of community, we have made the implementation of our algorithm available online and free.
引用
收藏
页码:857 / 864
页数:8
相关论文
共 50 条
  • [1] AN IMPROVED QUATERNION-BASED ATTITUDE ESTIMATION APPROACH
    Li, Wang
    Zheng, Zhang
    Ping, Sun
    [J]. INTERNATIONAL JOURNAL OF ROBOTICS & AUTOMATION, 2016, 31 (03): : 225 - 232
  • [2] Quaternion-based Orientation Estimation Fusing a Camera and Inertial Sensors for a Hovering UAV
    Araguas, Gaston
    Paz, Claudio
    Gaydou, David
    Perez Paina, Gonzalo
    [J]. JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2015, 77 (01) : 37 - 53
  • [3] Quaternion-based Orientation Estimation Fusing a Camera and Inertial Sensors for a Hovering UAV
    Gastón Araguás
    Claudio Paz
    David Gaydou
    Gonzalo Perez Paina
    [J]. Journal of Intelligent & Robotic Systems, 2015, 77 : 37 - 53
  • [4] VEst: An Efficient Solution to the Camera Velocity Estimation from Minimal Feature Points
    Zhang, Yujie
    Fathian, Kaveh
    Gans, Nicholas R.
    [J]. 2020 AMERICAN CONTROL CONFERENCE (ACC), 2020, : 3381 - 3386
  • [5] Estimation of camera parameters from a single moving camera using quaternion-based interpolation of 3D trajectory
    Lee, Donghun
    Park, Jihun
    [J]. COMPUTER GRAPHICS, IMAGING AND VISUALISATION: NEW ADVANCES, 2007, : 77 - +
  • [6] Pose and motion estimation using dual quaternion-based extended Kalman filtering
    Goddard, JS
    Abidi, MA
    [J]. THREE-DIMENSIONAL IMAGE CAPTURE AND APPLICATIONS, 1998, 3313 : 189 - 200
  • [7] A Dual Quaternion-Based Approach for Coordinate Calibration of Dual Robots in Collaborative Motion
    Fu, Zhongtao
    Pan, Jiabin
    Spyrakos-Papastavridis, Emmanouil
    Chen, Xubing
    Li, Miao
    [J]. IEEE ROBOTICS AND AUTOMATION LETTERS, 2020, 5 (03) : 4086 - 4093
  • [8] Camera motion estimation using feature points in MPEG compressed domain
    Kuhn, PM
    [J]. 2000 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL III, PROCEEDINGS, 2000, : 596 - 599
  • [9] Motion estimation and compensation based on feature points
    Yan, Yaoping
    Wang, Yangli
    Lu, Zhaoyang
    Wu, Chengke
    [J]. Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University, 25 (02): : 142 - 145
  • [10] A Quaternion-based Approach to Estimate Respiratory Rate from the Vectorcardiogram
    Romero, Daniel
    Lazaro, Jesus
    Jane, Raimon
    Laguna, Pablo
    Bailon, Raquel
    [J]. 2020 COMPUTING IN CARDIOLOGY, 2020,