Real-time computer vision system for mobile robot

被引:4
|
作者
Persa, S [1 ]
Jonker, P [1 ]
机构
[1] Delft Univ Technol, Pattern Recognit Grp, NL-2628 CJ Delft, Netherlands
关键词
real-time vision; calibration; position estimation; navigation; mobile robots;
D O I
10.1117/12.444173
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The purpose of this paper is to present a real-time vision system for position determination and vision guidance to navigate an autonomous mobile robot in a known environment. We use a digital camera, which provide ten times the video capture bandwidth then a USB, using FireWire interface. In order to achieve real-time image processing we use MMX technology to accelerate vision tasks. Camera calibration is a necessary step in 3D computer vision in order to extract metric information from 2D images. Calibration is used to determine the camera parameters by minimizing the mean square error between model and calibration points. The camera calibration we use here is based on several views of a planar calibration pattern, which is an easy to use and accurate algorithm. For position pose of the robot we use the corner points and lines, features extracted from the image, and matched with the model of the environment. The algorithm is as follows: first we compute an initial pose using the Ganatipathy's four point algorithm and we use this initial estimation as the starting point for the iterative algorithm proposed by Araujo in order to refine our pose.
引用
收藏
页码:105 / 114
页数:10
相关论文
共 50 条
  • [1] A real-time computer vision platform for mobile robot applications
    Szabo, S
    Coombs, D
    Herman, M
    Camus, T
    Liu, HC
    [J]. REAL-TIME IMAGING, 1996, 2 (05) : 315 - 327
  • [2] Real-time vision system for autonomous mobile robot
    Doi, M
    Nakakita, M
    Aoki, Y
    Hashimoto, S
    [J]. ROBOT AND HUMAN COMMUNICATION, PROCEEDINGS, 2001, : 442 - 449
  • [3] Real-time vision on a mobile robot platform
    Sridharan, M
    Stone, P
    [J]. 2005 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-4, 2005, : 3670 - 3675
  • [4] Real-Time Self-Localization of a Mobile Robot by Vision and Motion System
    Shu-Yin Chiang
    Chi-An Wei
    Ching-Yi Chen
    [J]. International Journal of Fuzzy Systems, 2016, 18 : 999 - 1007
  • [5] Motion Estimation for a Mobile Robot Based on Real-time Stereo Vision System
    Wang, Zhongli
    Gao, Xueshan
    Zhang, Baochang
    Wu, Hao
    [J]. PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOLS 1-9, 2009, : 2023 - 2027
  • [6] Real-time Self-Localization of a Mobile Robot by Vision and Motion System
    Chiang, Shu-Yin
    Wei, Chi-An
    Chen, Ching-Yi
    [J]. 2015 INTERNATIONAL CONFERENCE ON FUZZY THEORY AND ITS APPLICATIONS (IFUZZY), 2015, : 62 - 67
  • [7] Real-Time Self-Localization of a Mobile Robot by Vision and Motion System
    Chiang, Shu-Yin
    Wei, Chi-An
    Chen, Ching-Yi
    [J]. INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2016, 18 (06) : 999 - 1007
  • [8] Using Real-Time Stereo Vision for Mobile Robot Navigation
    Don Murray
    James J. Little
    [J]. Autonomous Robots, 2000, 8 : 161 - 171
  • [9] Using real-time stereo vision for mobile robot navigation
    Murray, D
    Little, JJ
    [J]. AUTONOMOUS ROBOTS, 2000, 8 (02) : 161 - 171
  • [10] Real-time color stereo vision system for a mobile robot based on field multiplexing
    Matsumoto, Y
    Shibata, T
    Sakai, K
    Inaba, M
    Inoue, H
    [J]. 1997 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION - PROCEEDINGS, VOLS 1-4, 1997, : 1934 - 1939