计算机科学 ›› 2017, Vol. 44 ›› Issue (2): 317-323.doi: 10.11896/j.issn.1002-137X.2017.02.055
• 图形图像与模式识别 • 上一篇
李超,刘宏哲,袁家政,郑永荣
LI Chao, LIU Hong-zhe, YUAN Jia-zheng and ZHENG Yong-rong
摘要： 为了更好地满足车道线检测的实时性和鲁棒性要求,提出一种基于帧间关联的车道线检测算法。根据道路图像的特征,将图像灰度化后,采用中值滤波去除图像采集过程中引入的噪声,再根据自适应阈值边缘提取检测算法,在提取过程中对原图像进行区域划分,利用改进的Hough变换得到车道候选线,建立动态的ROI,通过帧间关联方法实现对车道线模型的约束和更新。实验结果表明,基于帧间关联的车道线检测方法不仅降低了图像数据的运算量,缩减了算法的执行时间,而且 提高 了算法的鲁棒性。
| [1] CRISMAN J D,THORPE C E.SCARF:A Color Vision System that Tracks Roads and Intersections[J].IEEE Transactions on Robotics and Automation,1993,9(1):49-58. [2] POMERLEAUR D.RALPH:Rapidlly adaptiong lateral position hander[C]∥Proc.Of Intelligent Vehicles’95 Symposium.IEEE.1995:506-511. [3] HILLEL A B,LERNER R,LEVI D,et al.Recent progress inroad and lane detection:a survey[J].Machine Vision and Applications,2014,25(3):727-745. [4] DONALD J B M,FRANZ J,SHORTEN R.Application of thehough transform to lane detection in motorway driving scenarios[C]∥Proc.of the Irish Signals and Systems Conf.2001:340-345. [5] LEE J W.A machine vision system for lane departure detection[J].Computer Vision and Image Understanding,2002,86(1):52-78. [6] MAKIS G,DAVIES E R.Improved line detection algorithm forlocating road lane markings [J].Electronics Letters,2011,47(3):183-184. [7] WANG Y,WANG X,WEN C.Gradient-pair constraint forstructure lane detection [J].Journal of Image and Graphics,2012,17(6):657-663. [8] HU X,LI S,WU J.Lane detection based on feature color[J].Computer Simulation,2011,8(10):344-348. [9] WANG Y,TEOH E,SHEN D.Lane detection and trackingusing B-snake[J].Image and Vision Computing,2004,2(4):269-280. [10] WANG J,GU F,ZHANG C,et al.Lane boundary detectionbased on parabola model[C]∥Proceedings of the 2010 International Conference on Information and Automatio(ICIA 2010).Piscataway:IEEE,2010:1729-1734. [11] WANG J,AN X.A multi-step curved lane detection algorithmbased on hyperbola-pair model[C]∥Proceedings of the 2010 International Conference on Automation and Logistics(ICAL 2010).Piscataway.IEEE.2010:132-137. [12] Mechat N.Lane detection and tracking by monocular vision system in road vehicle[C]∥Proc.of 2012 5th International Congress on Image and Signal Processing.IEEE.2012:1276-1282. [13] YU H Y,ZHANG W G.Lane Tracking and Departure Detection Based on Linear Model[J].Process Automation Instrumentation,2009,0(11):1-3. [14] SUN W,ZHANG X R,TANG H Q,et al.Lane Coordination Detection Based on Hough Transfrmation and Least Square Fitting[J].Opto-Electronic Engineering,2011,8(10),13-19. [15] GONG J W,WANG A S,XIONG G M,et al.A Self-Adaptive Dynamic Window Method for High Speed Lane detection[J].Journal of Beijing Institute of Technology,2008,28(6):486-490. [16] GONG J W,WANG A S,XIONG G M,et al.A self-adaptive Dynamic Window Method for High Speed Lane detection[J].Journal of Beijing University of Technology,2008,28(6):486-490. [17] KIMME R,ELAD M,SHAKED D,et al.A Variational Framework for Retina[J].International Journal of Computer Vision,2003,2(1):7-13. [18] ZHANG Y Q,DING Y,XIAO J S,et al.Visibility enhancement using an image filtering approach[J].EURASIP Journal on Advances in Signal Processing,2012(1):1-6. [19] CHO J H,TSOGTBAATAR E,KIM S H,et al.Improved lane detection system using Hough transform with super-resolution reconstruction algorithm and multi-ROI[C]∥Proc.of Electro-nics,Information and Communictions(ICEIC).2014:1-4. [20] MECHAT N.Lane detection and tracking by monocular vision system in road vehicle[C]∥Proc.of 2012 5th International Congress on Image and Signal Processing.IEEE.2012:1276-1282. [21] LEE J W,KEE C D,LEE W K.A New Approach for lane departure Identification[C]∥IEEE IV.2003:100-105. [22] YANG X N,DUAN J M,CAN D Z,et al.Research on Lane Detection Based on Improved Hough Transfrom[J].Computer Measurement & Control,2010,8(2):292-290. [23] ZHENG B G,TIAN B X,DUAN J M,et al.Automatic recognition of film genres[C]∥The 3rd ACM International Multimedia Conference and Exhibition.1995:295-304. [24] PENG P,WANG YM,LING Z G,et al.Robust method for urban road detection and depature warning[J].Journal of Electronic Measurement and Instrumantation,2015,9(5):685-691. [25] YI S C,LI K Q,Li F Z,et al.A Lane Departure Warning System with Line_Bared Image Procession[J].Automotive Enginee-ring,2014,6(9):773-778. [26] WANG K N,CHU X M,WANG Y N,et al.Curved lan detection algorithm based on piecewise linear model and heuristic search[J].Journal of Electronic Measurement and Instrumantation,2013,7(8):689-695. [27] WANG K,HUANG Z H,ZH H.Algorithm for urban raod detection based on uncertain Bezier deformaable tempate[J].Journal of Mechanical Engineering,2013,9(8):143-150. [28] ZHENG Y R ,YUAN J Z,LIU H Z.An algorithm of lane detection based on IPM-DVS[J].Journal of Beijing Union University,2015,9(2),41-46. [29] ZE Z,CHEN E T.Automatic lane detection from vehicle motion trajectories[C]∥2013 10th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS).2013:466-471. [30] HEECHUL,JUNG,JUNGGON,et al.An efficient lane detec-tion algorithm for lane departure detection[C]∥ 2013 IEEE on Intelligent Vehicles Symposium (IV).2013:976-981. |
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