Lane Recognition Technique Using Hough Transform

Authors

  • Pallavi V. Ingale  Electronic and Telecommunication Engineering Department, J.T.Mahajan College of Engineering, North Maharashtra University, Faizpur, Maharashtra, India
  • Prof. K. S. Bhagat  Electronic and Telecommunication Engineering Department, J.T.Mahajan College of Engineering, North Maharashtra University, Faizpur, Maharashtra, India
  • Dr. D K. Kirange  Electronic and Telecommunication Engineering Department, J.T.Mahajan College of Engineering, North Maharashtra University, Faizpur, Maharashtra, India

Keywords:

Car Lane Recognition System, Threshold, Image And Video Processing, Hough Transform, CHEVP Algorithm

Abstract

In India, the rate of fatality due to accidents cases increases year by year. This problem becomes more serious and need all concerns to immediately take the following urgent actions in order to save precious human life. Therefore, this paper attempts to present a technique based on video and image processing for lane guidance warning system as an alternative way to reduce the accident rate due to lane departure. This system is capable to identify two lane markings from the video captured through a webcam. Warning system will automatically 'switch on' once lane departure occurs either to the right or to the left side of the road. The input video will first undergo threshold process and binary conversion. Then, lane marking detection is done using Hough transform, Hough line detection and local maxima finder. Finally, a decision-making algorithm is applied in the system to detect lane departure. It is found that, this system is able to identify straight lane markers, highlighting both markers with colour lines and able to give appropriate warning when lane crossing happen. For future enhancement, distance measuring function should be applied in the system so that the distance from one vehicle in front with another one at the back can be measured automatically.

References

  1. Rashmi N. Mahajan, Dr. A. M. Patil, "Lane Departure Warning System" International Journal of Engineering and Technical Research (IJETR) ISSN: 2321-0869, Volume-3, Issue-1, January 2015
  2. Lee Kim Kuan, Ismail N.H, Rahman TSA, Saadon E.I.S PPD, "Lane Guidance Warning System" International Conference on Computer and Communication Engineering (ICCCE 2012), 3-5 July 2012, Kuala Lumpur, Malaysia
  3. Haitao Ding, Bowei Zou, Konghui Guo, Cong Chen "Comparison of Several Lane Marking Recognition Methods" 2013 Fourth International Conference on Intelligent Control and Information Processing (ICICIP) June 9 - 11, 2013, Beijing, China
  4. Jae-Hyun Cho, Young-Min Jang and Sang-Bock Cho University Of Ulsan System on the Chip Laboratory Ulsan, South Korea, "Lane Recognition Algorithm us ing the Hough Transform with applied Accumulator Cells in Multi-Channel ROI"
  5. Othman O. Khalifa, Imran Moez Khan, Abdulhakam A.M. Assidiq, Aisha-Hassan Abdulla, Sheroz Khan, "A Hyperbola-Pair Based Lane Detection System for Vehicle Guidance," Proceedings of the World Congress on Engineering and Computer Science, Vol. 1,WCECS, 978-988, 2010.
  6. Mrinal Haloi and Dinesh Babu Jayagopi, "A Robust Lane Detection and Departure Warning System" 2015 IEEE Intelligent Vehicles Symposium (IV) June 28 - July 1, 2015. COEX, Seoul, Korea
  7. Joshua M. Clanton, David M. Bevly, and A. Scottedward Hodel, "A Low-Cost Solution for an Integrated Multi-sensor Lane Departure Warning System," IEEE Transactions On Intelligent Transportation Systems, Vol. 10, No. 1, 47-59, 2009
  8. Yong Zhou, Rong Xu, Xiao-Feng Hu And Qing-Tai Ye, "A Lane Departure Warning System Based on Virtual Lane Boundary," Journal of Information Science And Engineering 24, 293-305, 2008.
  9. Pei-Yung Hsiao, Chun-Wei Yeh, "A Portable Real-Time Lane Departure Warning System based on Embedded Calculating Technique," IEEE International Conference on Intelligent Vehicles, 2089-2094, 2006.
  10. Bing-Fei Wu, Chao-Jung Chen, Yi-Pin Hsu and Ming-Wei Chung, "A DSP-Based Lane Departure Warning System, " Proc. of the 8th WSEAS Int. Conf. on Mathematical Methods and Computational Techniques in Electrical Engineering, Bucharest, 240-245, 2006.
  11. Joel C. McCall and Mohan M. Trivedi, "Video-Based Lane Estimation and Tracking for Driver Assistance: Survey, System, and Evaluation," IEEE Transactions on Intelligent Transportation Systems, Vol.7, No.1, 20-37, 2006.
  12. Yue Wang, Dinggang Shen, Eam Khwang Teoh, "Lane Detection Using Spline Model", Pattern Recognition Letters 21, 677-689, 2000.
  13. http://www.mathworks.com/help/releases/R2012b/matlab/ref/helpdesk.html.

Downloads

Published

2017-08-31

Issue

Section

Research Articles

How to Cite

[1]
Pallavi V. Ingale, Prof. K. S. Bhagat, Dr. D K. Kirange, " Lane Recognition Technique Using Hough Transform , IInternational Journal of Scientific Research in Computer Science, Engineering and Information Technology(IJSRCSEIT), ISSN : 2456-3307, Volume 2, Issue 4, pp.07-17, July-August-2017.