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
  • [31] A rigid body attitude estimation for Bio-logging application: A quaternion-based nonlinear filter approach
    Fourati, H.
    Manamanni, N.
    Afilal, L.
    Handrich, Y.
    [J]. 2009 IEEE-RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, 2009, : 558 - 563
  • [32] Camera motion estimation by image feature analysis
    Lertrusdachakul, T
    Aoki, T
    Yasuda, H
    [J]. PATTERN RECOGNITION AND IMAGE ANALYSIS, PT 2, PROCEEDINGS, 2005, 3687 : 618 - 625
  • [33] A quaternion-based orientation estimation algorithm using an inertial measurement unit
    Kim, A
    Golnaraghi, MF
    [J]. PLANS 2004: POSITION LOCATION AND NAVIGATION SYMPOSIUM, 2004, : 268 - 272
  • [34] Spacecraft Modeling, Attitude Determination and Control: Quaternion-Based Approach
    Horri, Nadjim
    [J]. AERONAUTICAL JOURNAL, 2020, 124 (1282): : 2043 - 2046
  • [35] An Efficient Hidden Variable Approach to Minimal-Case Camera Motion Estimation
    Hartley, Richard
    Li, Hongdong
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2012, 34 (12) : 2303 - 2314
  • [36] A quaternion-based indirect Gaussian particle filter for nonlinear attitude estimation
    Zhou, Zhaihe
    Zeng, Chuanwei
    Tian, Xiangrui
    Zeng, Qingxi
    Lu, Xiong
    [J]. REVIEW OF SCIENTIFIC INSTRUMENTS, 2021, 92 (05):
  • [37] Quaternion-Based Attitude Estimation Kalman Filter Using Global Optimization
    Suh, Young Soo
    [J]. IEEE ACCESS, 2023, 11 : 118652 - 118659
  • [38] A simplified quaternion-based algorithm for orientation estimation from earth gravity and magnetic field measurements
    Yuri, Xiaoping
    Bachmann, Eric R.
    McGhee, Robert B.
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2008, 57 (03) : 638 - 650
  • [39] Quaternion-based attitude estimation reducing magnetic sensor effects on pitch and roll estimation
    Suh, Young Soo
    Dang Duc Cong
    [J]. 2018 15TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY (ECTI-CON), 2018, : 400 - 402
  • [40] Quaternion-Based Gesture Recognition Using Wireless Wearable Motion Capture Sensors
    Alavi, Shamir
    Arsenault, Dennis
    Whitehead, Anthony
    [J]. SENSORS, 2016, 16 (05)