Fast optical flow estimation and its application to real-time obstacle avoidance

被引:0
|
作者
Song, KT [1 ]
Huang, JH [1 ]
机构
[1] Natl Chiao Tung Univ, Dept Elect & Control Engn, Hsinchu 300, Taiwan
来源
2001 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS I-IV, PROCEEDINGS | 2001年
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a novel fast optical flow estimation algorithm and its application to real-time obstacle avoidance of a guide-dog robot. The function of the laboratory-developed robot is to help blind or visually impaired pedestrians to move safely among obstacles. The proposed algorithm features a combination of the conventional correlation-based principle and the differential-based method for optical flow estimation. Employing image intensity gradients as features for pattern matching, we set up a brightness constraint to configure the search area. The merit of this scheme is that the computation load can be greatly reduced and in the mean time the possibility of estimation error is decreased. The vision system has been established on board the robot to provide depth information of the immediate environment. The depth data are transformed to a safety distribution histogram and used for real-time obstacle avoidance. Experimental results demonstrate that the proposed method is effective for a guidance robot in a dynamic environment.
引用
收藏
页码:2891 / 2896
页数:6
相关论文
共 50 条
  • [1] Fast Obstacle Avoidance Based on Real-Time Sensing
    Huber, Lukas
    Slotine, Jean-Jacques
    Billard, Aude
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2023, 8 (03) : 1375 - 1382
  • [2] REAL-TIME OBSTACLE AVOIDANCE FOR FAST MOBILE ROBOTS
    BORENSTEIN, J
    KOREN, Y
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1989, 19 (05): : 1179 - 1187
  • [3] Real-time navigation and obstacle avoidance from optical flow on a space-variant map
    Baratoff, G
    Toepfer, C
    Wende, M
    Neumann, H
    JOINT CONFERENCE ON THE SCIENCE AND TECHNOLOGY OF INTELLIGENT SYSTEMS, 1998, : 289 - 294
  • [4] Real-time obstacle avoidance using central flow divergence, and peripheral flow
    Coombs, D
    Herman, M
    Hong, TH
    Nashman, M
    IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 1998, 14 (01): : 49 - 59
  • [5] Application of a Coordinated Trajectory Planning and Real-time Obstacle Avoidance Algorithm
    McNinch, Lucas C.
    Soltan, Reza A.
    Muske, Kenneth R.
    Ashrafiuon, Hashem
    Jones, James C. Peyton
    2010 AMERICAN CONTROL CONFERENCE, 2010, : 3824 - 3829
  • [6] Real-time obstacle avoidance of mobile robots
    Le, Xuan-Thu
    Hong, Eun-Zu
    Kim, Han-Sung
    Cheon, Young-Rok
    Lee, Se-Han
    Han, Sung-Hyun
    An, Yong-Guen
    2007 INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS, VOLS 1-6, 2007, : 984 - +
  • [7] Fusing Stereopsis & Corner Sparse Optical Flow for Real-time Obstacle Avoidance of Unmanned Aerial Vehicle
    Ding, Shihao
    Li, Xiaoxia
    Wei, Shuoquan
    Kong, XiangChun
    Yan, Wenjun
    2019 6TH INTERNATIONAL CONFERENCE ON CONTROL, DECISION AND INFORMATION TECHNOLOGIES (CODIT 2019), 2019, : 790 - 795
  • [8] Reactive Simulation for real-time obstacle avoidance
    De Cecco, Mariolino
    Marcuzzi, Enrico
    Baglivo, Luca
    Zaccariotto, Mirco
    ICINCO 2006: PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS: ROBOTICS AND AUTOMATION, 2006, : 128 - 135
  • [9] REAL-TIME NAVIGATION AND OBSTACLE AVOIDANCE BASED ON GRIDS METHOD FOR FAST MOBILE ROBOTS
    MA, ZQ
    YUAN, ZR
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 1995, 8 (01) : 91 - 95
  • [10] Real-time navigation and obstacle avoidance based on grids method for fast mobile robot
    Ma, Zhaoqing
    Yuan, Zengren
    Jiqiren/Robot, 1996, 18 (06): : 344 - 348