GOLD: A parallel real-time stereo vision system for generic obstacle and lane detection

被引:656
作者
Bertozzi, M [1 ]
Broggi, A [1 ]
机构
[1] Univ Parma, Dept Informat Technol, I-43100 Parma, Italy
关键词
D O I
10.1109/83.650851
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 describes the Generic Obstacle and Lane Detection system (GOLD), a stereo vision-based hardware and software architecture to be used on moving vehicles to increment road safety, Based on a full-custom massively parallel hardware, it allows to detect both generic obstacles (without constraints on symmetry or shape) and the lane position in a structured environment (with painted lane markings) at a rate of 10 Hz, Thanks to a geometrical transform supported by a specific hardware module, the perspective effect is removed from both left and right stereo images; the left is used to detect lane markings with a series of morphological filters, while both remapped stereo images are used for the detection of free-space in front of the vehicle. The output of the processing is displayed on both an onboard monitor and a control-panel to give visual feedbacks to the driver, The system was tested on the mobile laboratory (MOB-LAB) experimental land vehicle, which was driven for more than 3000 km along extra-urban roads and freeways at speeds up to 80 km/h, and demonstrated its robustness with respect to shadows and changing illumination renditions, different road textures, and vehicle movement.
引用
收藏
页码:62 / 81
页数:20
相关论文
共 61 条
  • [11] BROGGI A, 1996, INTEGRATED COMPUTED, V3
  • [12] BROGGI A, 1995, P IEEE INT S COMP VI
  • [13] BURT PJ, 1992, P SPIE C INT ROB NOV
  • [14] CANTONI V, 1993, PYRAMIDAL ARCHITECTU
  • [15] CARLSSON S, 1990, LECT NOTES COMPUT SC, V427, P297
  • [16] LOW-POWER CMOS DIGITAL DESIGN
    CHANDRAKASAN, AP
    SHENG, S
    BRODERSEN, RW
    [J]. IEEE JOURNAL OF SOLID-STATE CIRCUITS, 1992, 27 (04) : 473 - 484
  • [17] CHENG RMH, 1992, 1992 IEEE INTERNATIONAL CONF ON ROBOTICS AND AUTOMATION : PROCEEDINGS, VOLS 1-3, P2057, DOI 10.1109/ROBOT.1992.219978
  • [18] COURTOIS B, 1993, CAD TESTING ICS SYST
  • [19] SCARF - A COLOR-VISION SYSTEM THAT TRACKS ROADS AND INTERSECTIONS
    CRISMAN, JD
    THORPE, CE
    [J]. IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 1993, 9 (01): : 49 - 58
  • [20] RECURSIVE 3-D ROAD AND RELATIVE EGO-STATE RECOGNITION
    DICKMANNS, ED
    MYSLIWETZ, BD
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (02) : 199 - 213