Real-Time Lane Departure and Front Collision Warning System on an FPGA

被引:0
|
作者
Zhao, Jin [1 ]
Xie, Bingqian [1 ]
Huang, Xinming [1 ]
机构
[1] Worcester Polytech Inst, Dept Elect & Comp Engn, Worcester, MA 01609 USA
关键词
Lane departure warning; Front Collision Warning; FPGA; Real-time;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Driving safety is a top priority when designing intelligent automobiles. In this paper, we present an FPGA-based real-time system for lane departure warning (LDW) and front collision warning (FCW), which requires intensive computation and memory access for high resolution video input from a front-view camera. Our system first converts gray scale video input into desired binary video images by applying Sobel filter, Otsu's threshold binarization and dilation. Hough transform is then applied to detect lanes for LDW. The front vehicles are detected for FCW by searching shadow area on the images. Our experimental results demonstrate the FPGA design is fully functional and it can process about 160 frames per second for 720P video input, which exceeds the real-time processing requirement.
引用
收藏
页数:5
相关论文
共 50 条
  • [11] A Robust and Real-Time Image Based Lane Departure Warning System
    Viswanath, Prashanth
    Swami, Pramod
    2016 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS (ICCE), 2016,
  • [12] A robust, real-time and calibration-free lane departure warning system
    Gamal, Islam
    Badawy, Abdulrahman
    Al-Habal, Awab M. W.
    Adawy, Mohammed E. K.
    Khalil, Keroles K.
    El-Moursy, Magdy A.
    Khattab, Ahmed
    MICROPROCESSORS AND MICROSYSTEMS, 2019, 71
  • [13] VLSI Implementation of a Real-Time Vision Based Lane Departure Warning System
    Yao, Chang-Kun
    Lin, Yu-Ren
    Su, Yi-Feng
    Chang, Nian-Shiang
    2012 12TH INTERNATIONAL CONFERENCE ON ITS TELECOMMUNICATIONS (ITST-2012), 2012, : 164 - 168
  • [14] A Robust, Real-Time and Calibration-Free Lane Departure Warning System
    Gamal, Islam
    Badawy, Abdulrahman
    Al-Habal, Awab M. W.
    Adawy, Mohammed E. K.
    Khalil, Keroles K.
    El-Moursy, Magdy A.
    Khattab, Ahmed
    2019 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2019,
  • [15] Lane Departure and Front Collision Warning Using a Single Camera
    Lin, Huei-Yung
    Chen, Li-Qi
    Lin, Yu-Hsiang
    Yu, Meng-Shiun
    IEEE INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATIONS SYSTEMS (ISPACS 2012), 2012,
  • [16] Lane Departure Warning and Real-time Recognition of Traffic Signs
    Luth, N.
    Ach, R.
    ADVANCED MICROSYSTEMS FOR AUTOMOTIVE APPLICATIONS 2009: SMART SYSTEMS FOR SAFETY, SUSTAINABILITY, AND COMFORT, 2009, : 267 - 285
  • [17] A Portable Real-Time Lane Departure Warning System based on Embedded Calculating Technique
    Hsiao, Pei-Yung
    Yeh, Chun-Wei
    2006 IEEE 63RD VEHICULAR TECHNOLOGY CONFERENCE, VOLS 1-6, 2006, : 2982 - 2986
  • [18] A Real-Time Lane Departure Warning and Vehicle Detection System using Monoscopic Camera
    Vinuchandran, A. V.
    Shanmughasundaram, R.
    2017 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING, INSTRUMENTATION AND CONTROL TECHNOLOGIES (ICICICT), 2017, : 1565 - 1569
  • [19] Computer Vision based Real Time Lane Departure Warning System
    Petwal, Aviral
    Hota, Malaya Kumar
    PROCEEDINGS OF THE 2018 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATION AND SIGNAL PROCESSING (ICCSP), 2018, : 580 - 584
  • [20] A Portable Vision-Based Real-Time Lane Departure Warning System: Day and Night
    Hsiao, Pei-Yung
    Yeh, Chun-Wei
    Huang, Shih-Shinh
    Fu, Li-Chen
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2009, 58 (04) : 2089 - 2094