Road markings detection and tracking using Hough Transform and Kalman Filter

被引:0
|
作者
Voisin, V [1 ]
Avila, M
Emile, B
Begot, S
Bardet, JC
机构
[1] IUT Indre, Lab Vis & Robot, F-36000 Chateauroux, France
[2] Vectra Rd Engn, F-78320 La Verriere, France
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A lane marking tracking method using Hough Transform and Kalman Filtering is presented. Since the HT is a global feature extraction algorithm, it leads to a robust detection relative to noise or partial occlusion. The Kalman filter is used to track the roadsides which are detected in the image by this HT. The Kalman prediction step leads to predict the road marking parameters in the next frame, so we can apply the detection algorithm in smaller regions of interest, the computional cost is being consequently reduced.
引用
收藏
页码:76 / 83
页数:8
相关论文
共 50 条
  • [21] Road Detection Using a New Method for Vanishing Point Detection Based on Hough Transform
    Binu, B.
    GLOBAL TRENDS IN COMPUTING AND COMMUNICATION SYSTEMS, PT 1, 2012, 269 : 583 - 587
  • [22] Road Obstacle Detection Based on Randomized Hough Transform
    Lv, Jing
    Shang, Yuanyuan
    Ding, Hui
    PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON TEACHING AND COMPUTATIONAL SCIENCE, 2014, : 72 - 74
  • [23] A Novel Approach for Detection and Tracking of Vehicles using Kalman Filter
    Srilekha, S.
    Swamy, G. N.
    Krishna, A. Anudeep
    2015 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMMUNICATION NETWORKS (CICN), 2015, : 234 - 236
  • [24] Human Detection and Tracking using Image Segmentation and Kalman Filter
    Thombre, D. V.
    Das, Lekha
    Nirmal, J. H.
    IAMA: 2009 INTERNATIONAL CONFERENCE ON INTELLIGENT AGENT & MULTI-AGENT SYSTEMS, 2009, : 249 - +
  • [25] Object Tracking with Kalman Filter and Discrete Cosine Transform
    Wang, Jun
    Cheng, Dansong
    Feng, Xing
    Zhang, Guohua
    PROCEEDINGS OF 2013 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS (ICMLC), VOLS 1-4, 2013, : 1501 - 1505
  • [26] Extended Kalman Filter for Vehicle Tracking using Road Surface Vibration Measurements
    Hostettler, Roland
    Birk, Wolfgang
    Nordenvaad, Magnus Lundberg
    2012 IEEE 51ST ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2012, : 5643 - 5648
  • [27] Alpha-beta tracking filter combined with ellipsoidal prediction using generalized Hough transform
    Kawase, T
    Tsurunosono, H
    Ehara, N
    Sasase, I
    RADAR 97, 1997, (449): : 609 - 613
  • [28] An alpha-beta tracking filter combined with ellipsoidal prediction using the generalized Hough transform
    Kawase, T
    Tsurunosono, H
    Ehara, N
    Sasase, I
    ELECTRONICS AND COMMUNICATIONS IN JAPAN PART I-COMMUNICATIONS, 1998, 81 (08): : 9 - 18
  • [29] Circular Road Sign Detection and Recognition based on Hough Transform
    Huang, Sheng
    Gao, Chenqiang
    Meng, Shang
    Li, Qiang
    Chen, Changchuan
    Zhang, Chenyang
    2012 5TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), 2012, : 1214 - 1218
  • [30] Vehicle Detection and Tracking using Gaussian Mixture Model and Kalman Filter
    Indrabayu
    Bakti, Rizki Yusliana
    Areni, Intan Sari
    Prayogi, A. Ais
    2016 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND CYBERNETICS, 2016, : 115 - 119