ROBUST LANE DETECTION AND TRACKING WITH RANSAC AND KALMAN FILTER

被引:140
|
作者
Borkar, Amol [1 ]
Hayes, Monson [1 ]
Smith, Mark T. [2 ]
机构
[1] Georgia Inst Technol, CSIP, Atlanta, GA 30332 USA
[2] Inst Tillamped Informationstekn, Kungliga Tekniska Hogskolan, Stockholm, Sweden
关键词
Lane detection; Hough transform; Kalman filter;
D O I
10.1109/ICIP.2009.5413980
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In a previous paper, a simple approach to lane detection using the Hough transform and iterated matched filters was described [1]. This paper extends this work by incorporating an inverse perspective mapping to create a bird's-eye view of the road, applying random sample consensus to help eliminate outliers due to noise and artifacts in the road, and a Kalman filter to help smooth the output of the lane tracker.
引用
收藏
页码:3261 / +
页数:2
相关论文
共 50 条
  • [31] ROBSTRUCK: IMPROVING OCCLUSION HANDLING OF STRUCTURED TRACKING-BY-DETECTION USING ROBUST KALMAN FILTER
    Bogun, Ivan
    Ribeiro, Eraldo
    2016 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2016, : 3479 - 3483
  • [32] Lane detection and tracking based on annealed particle filter
    Hongying Zhao
    Onecue Kim
    Jong-Seob Won
    Dong-Joong Kang
    International Journal of Control, Automation and Systems, 2014, 12 : 1303 - 1312
  • [33] Robust multiuser detection using Kalman filter and windowed projection approximation subspace tracking algorithm
    Zhou, H.
    Xiao, P.
    IET COMMUNICATIONS, 2011, 5 (04) : 495 - 504
  • [34] Robust extended Kalman filter with input estimation for maneuver tracking
    Yuzi JIANG
    Hexi BAOYIN
    Chinese Journal of Aeronautics , 2018, (09) : 1910 - 1919
  • [35] A ROBUST OBJECT TRACKING ALGORITHM BASED ON SURF AND KALMAN FILTER
    Yin Hongpeng
    Peng Chao
    Chai Yi
    Fan Qu
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2013, 19 (04): : 567 - 579
  • [36] Robust Visual Tracking with Reliable Object Information and Kalman Filter
    Chen, Hang
    Zhang, Weiguo
    Yan, Danghui
    SENSORS, 2021, 21 (03) : 1 - 18
  • [37] Adaptively Robust Unscented Kalman Filter for Tracking a Maneuvering Vehicle
    Wang, Yidi
    Sun, Shouming
    Li, Li
    JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 2014, 37 (05) : 1696 - 1701
  • [38] Robust extended Kalman filter with input estimation for maneuver tracking
    Jiang, Yuzi
    Baoyin, Hexi
    CHINESE JOURNAL OF AERONAUTICS, 2018, 31 (09) : 1910 - 1919
  • [39] Robust extended Kalman filter with input estimation for maneuver tracking
    Yuzi JIANG
    Hexi BAOYIN
    Chinese Journal of Aeronautics, 2018, 31 (09) : 1910 - 1919
  • [40] SVD Based Kalman Particle Filter for Robust Visual Tracking
    Zhang, Xiaoqin
    Hu, Weiming
    Zhao, Zixiang
    Wang, Yan-guo
    Li, Xi
    Wei, Qingdi
    19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6, 2008, : 3109 - 3112