Fast and reliable minimal relative pose estimation under planar motion

被引:21
|
作者
Choi, Sunglok [1 ,2 ]
Kim, Jong-Hwan [3 ]
机构
[1] ETRI, Intelligent Robot Res Div, Daejeon, South Korea
[2] Korea Adv Inst Sci & Technol, Robot Program, Daejeon, South Korea
[3] Korea Adv Inst Sci & Technol, Sch Elect Engn, Daejeon, South Korea
关键词
Relative pose estimation; Planar motion; Epipolar geometry; Essential matrix; 2-point algorithm; STRUCTURE-FROM-MOTION; RANSAC;
D O I
10.1016/j.imavis.2017.08.007
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes fast, reliable, and minimal non-iterative relative pose solvers under planar motion constraint. Relative pose estimation is popularly utilized in many important problems such as visual odometry and SLAM, and planar motion is common for mobile robots and vehicles on floors and roads. We transform the original problem formulation of finding intersections of two ellipses into more accessible form of finding intersections of a line and unit circle. Such transformation leads to a non-iterative and closed form solver, which enables significant speed-up compared to previous methods. The proposed algorithm is almost 9 times faster than the previous minimal solver with planar motion and around 90 times faster than the previous minimal solver with general motion. In addition, our algorithms provide reliable relative pose in degeneracy of the previous minimal planar solvers. Effectiveness of the proposed algorithms is demonstrated with two types of experiments: relative pose estimation with synthetic data and monocular visual odometry with real image sequences. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:103 / 112
页数:10
相关论文
共 50 条
  • [1] Globally-Optimal Inlier Maximization for Relative Pose Estimation Under Planar Motion
    Liu, Haotian
    Chen, Guang
    Liu, Yinlong
    Liang, Zichen
    Zhang, Ruiqi
    Knoll, Alois
    [J]. FRONTIERS IN NEUROROBOTICS, 2022, 16
  • [2] Fast Relative Pose Estimation using Relative Depth
    Astermark, Jonathan
    Ding, Yaqing
    Larsson, Viktor
    Heyden, Anders
    [J]. 2024 INTERNATIONAL CONFERENCE IN 3D VISION, 3DV 2024, 2024, : 873 - 881
  • [3] Certifiable planar relative pose estimation with gravity prior
    Garcia-Salguero, Mercedes
    Gonzalez-Jimenez, Javier
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 2024, 239
  • [4] A new 2-point absolute pose estimation algorithm under planar motion
    Choi, Sung-In
    Park, Soon-Yong
    [J]. ADVANCED ROBOTICS, 2015, 29 (15) : 1005 - 1013
  • [5] An Efficient Method to Recover Relative Pose for Vehicle-Mounted Cameras Under Planar Motion
    Zhang, Xinfang
    Gao, Yanyan
    Chen, Jian
    Zhang, Kaixiang
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 51 (02): : 1138 - 1148
  • [6] Fast Solvers for Minimal Radial Distortion Relative Pose Problems
    Oskarsson, Magnus
    [J]. 2021 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS, CVPRW 2021, 2021, : 3663 - 3672
  • [7] Relative Pose Estimation From Image Correspondences Under a Remote Center of Motion Constraint
    Vasconcelos, Francisco
    Mazomentos, Evangelos
    Kelly, John
    Ourselin, Sebastien
    Stoyanov, Danail
    [J]. IEEE ROBOTICS AND AUTOMATION LETTERS, 2018, 3 (03): : 2654 - 2661
  • [8] Reliable and fast tracking of faces under varying pose
    Yang, Tao
    Li, Stan Z.
    Pan, Quan
    Li, Jing
    Zhao, Chunhui
    [J]. PROCEEDINGS OF THE SEVENTH INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION - PROCEEDINGS OF THE SEVENTH INTERNATIONAL CONFERENCE, 2006, : 421 - +
  • [9] Fast certifiable relative pose estimation with gravity prior*
    Garcia-Salguero, Mercedes
    Gonzalez-Jimenez, Javier
    [J]. ARTIFICIAL INTELLIGENCE, 2023, 317
  • [10] Fast Iterative Five point Relative Pose Estimation
    Hedborg, Johan
    Felsberg, Michael
    [J]. 2013 IEEE WORKSHOP ON ROBOT VISION (WORV), 2013, : 60 - 67