A simple and efficient road detection algorithm for real time autonomous navigation based on monocular vision

被引:0
|
作者
Neto, A. Miranda [1 ]
Rittner, L. [1 ]
机构
[1] Univ Estadual Campinas, BR-13083852 Campinas, SP, Brazil
来源
2006 IEEE 3RD LATIN AMERICAN ROBOTICS SYMPOSIUM | 2006年
关键词
mobile robots; autonomous vehicles; navigation; machine vision; image segmentation;
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
Navigation of a Mobile Robot is based on its interaction with the environment, through information acquired by sensors. By incorporating several kinds of sensors in autonomous vehicles, it is possible to improve their autonomy and "intelligence", specially regarding Mobile Robot Navigation in unknown environment. The type and number of sensors determines the data volume necessary for the processing and composition of the image from the environment. Nevertheless, the excess of information imposes a great computational cost in data processing. Currently many applications for control of autonomous vehicles are being developed, for example, the Grand Challenge, world-wide championship organized by DARPA (Defense Advanced Research Projects Agency). Machine Vision is, together with a set of sensors, one of the tools used in the championship. In our work, we propose a Mobile Robot Navigation Software based in monocular vision. Our system is organized in hierarchic and independent layers, with distributed processing. After reading an image, the system processes, segments and identifies the navigation area (road detection), that will be used as input by a motion generator system. The considered system is based on images acquired by a single camera and uses simple filtering and thresholding techniques, which make it fast and efficient for real time navigation.
引用
收藏
页码:76 / +
页数:3
相关论文
共 50 条
  • [31] Monocular vision based obstacle detection for robot navigation in unstructured environment
    Shen, Yehu
    Du, Xin
    Liu, Jilin
    ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 1, PROCEEDINGS, 2007, 4491 : 714 - +
  • [32] A Bayesian Algorithm for Vision Based Navigation of Autonomous Surface Vehicles
    Lebbad, Anderson
    Nataraj, C.
    PROCEEDINGS OF THE 2015 7TH IEEE INTERNATIONAL CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS (CIS) AND ROBOTICS, AUTOMATION AND MECHATRONICS (RAM), 2015,
  • [33] Autonomous robot navigation using vision and sensor based algorithm
    Bhandari, Susmita
    Mathis, Allison
    Mohiuddin, Kashif
    Pietrocola, David
    Restrepo, Maria
    Ahlgren, David J.
    INTELLIGENT ROBOTS AND COMPUTER VISION XXIV: ALGORITHMS, TECHNIQUES, AND ACTIVE VISION, 2006, 6384
  • [34] Development of an indoor navigation system for a monocular-vision-based autonomous mobile robot
    Hayashi, Eiji
    Kinoshita, Tomoyuki
    ARTIFICIAL LIFE AND ROBOTICS, 2009, 14 (03) : 324 - 328
  • [35] A Simple and Parallel Algorithm for Real-Time Robot Localization by Fusing Monocular Vision and Odometry/AHRS Sensors
    Wang, Kai
    Liu, Yun-Hui
    Li, Luyang
    IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2014, 19 (04) : 1447 - 1457
  • [36] Monocular Vision-Based Autonomous Navigation System on a Toy Quadcopter in Unknown Environments
    Huang, Rui
    Tan, Ping
    Chen, Ben M.
    2015 INTERNATIONAL CONFERENCE ON UNMANNED AIRCRAFT SYSTEMS (ICUAS'15), 2015, : 1260 - 1269
  • [37] An augmented-reality-based real-time panoramic vision system for autonomous navigation
    Dasgupta, S
    Banerjee, A
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2006, 36 (01): : 154 - 161
  • [38] Real-time Simultaneous Localization and Mapping (SLAM) for Vision-based Autonomous Navigation
    Lim, Hyon
    Lim, Jongwoo
    Kim, H. Jin
    TRANSACTIONS OF THE KOREAN SOCIETY OF MECHANICAL ENGINEERS A, 2015, 39 (05) : 483 - 489
  • [39] Vision-based real-time pedestrian detection for autonomous vehicle
    Liu Xin
    Dai Bin
    He Hangen
    2007 IEEE INTERNATIONAL CONFERENCE ON VEHICULAR ELECTRONICS AND SAFETY, PROCEEDINGS, 2007, : 123 - 127
  • [40] On the Analysis of the Depth Error on the Road Plane for Monocular Vision-Based Robot Navigation
    Song, Dezhen
    Lee, Hyunnam
    Yi, Jingang
    ALGORITHMIC FOUNDATIONS OF ROBOTICS VIII, 2010, 57 : 301 - +