KES 2011: Knowledge-Based and Intelligent Information and Engineering Systems pp 407-417 | Cite as
A Lane Detection and Tracking Method for Driver Assistance System
Abstract
In driver assistance systems, lane detection and tracking are very crucial treatments to locate the vehicle and to track its position on the road. The aim of this study is to propose lane detection and tracking method. The first step in this method detects road limits on the first acquired image. The detected limits would be the input for the second step, namely the “tracking step”, which consists in providing a continuous detection of the limits in all frames by updating the previously detected limits. Lane departure is also analyzed for the lateral control of the vehicle. The approach presented here was tested on video sequences filmed by the authors on Tunisian roads, on a video sequence provided by Daimler AG as well as on the PETS2001 dataset provided by the Essex University.
Keywords
Lane detection Lane tracking kalman filter Lane departurePreview
Unable to display preview. Download preview PDF.
References
- 1.Dai, X., Kummert, A., Park, S.B., Neisius, D.: A warning algorithm for lane departure warning system. In: IEEE Intelligent Vehicles Symposium (2009)Google Scholar
- 2.Yu, B., Zhang, W., Cai, Y.: A Lane Departure Warning System based on Machine Vision. In: IEEE Pacific-Asia Workshop on Computational Intelligence and Industrial Application (2008)Google Scholar
- 3.Assidiq, A., Khalifa, O., Islam, R., Khan, S.: Real Time Lane Detection for Autonomous Vehicles. In: Int. Conf. on Computer and Communication Engineering, Malaysia (2008)Google Scholar
- 4.Wang, J., Chen, Y., Xie, J., Lin, H.: Model-based Lane Detection and Lane Following for Intelligent Vehicles. IEEE Intelligent Human-Machine Systems and Cybernetics (2010)Google Scholar
- 5.Ma, C., Xie, M., Cheng, D.: A Method For Lane Detection Based on Color Clustering. In: 3rd IEEE International Conference on Knowledge Discovery and Data Mining (2010)Google Scholar
- 6.Zhu, W., Chen, Q., Wang, H.: Lane Detection in Some Complex Conditions. In: Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, China (2006)Google Scholar
- 7.Wang, Y., Shen, D., Teoh, E.K.: Lane Detection Using Spline Model. Pattern Recognition Letter 21, 677–689 (2000)CrossRefGoogle Scholar
- 8.Tian, M., Fuqiang, L., Wenhong, Z., Chao, X.: Vision Based Lane detection for Active Security in Intelligent Vehicle. In: IEEE Conf. on Vehicular Electronics and Safety, pp. 507–511 (2006)Google Scholar
- 9.D’Cruz, C., Zou, J.J.: Lane detection for driver assistance and intelligent vehicule applications. In: International Symposium on Communications and Information Technologies (2007)Google Scholar
- 10.Cheng, H., Jeng, B., Tseng, P., Fan, K.: Lane detection with moving vehicle in the traffic scenes. IEEE Trans. on Intelligent Transportation Systems 7, 571–582 (2006)CrossRefGoogle Scholar
- 11.Gonzalez, J.P., Omit, O.: Lane Detection Using Histogram-Based Segmentation and Decision Trees. In: IEEE Int. Transp. Systems, Conference Proceedings Dearborn (MI), USA (2000)Google Scholar
- 12.Zu, K.: Realtime Lane Tracking of Curved Local Road. In: Proceedings of the IEEE Intelligent Transportation Systems Conference Toronto, Canada (2006)Google Scholar
- 13.Tsai, M., Hsu-Yung, C., Yu, C., Tseng, C., Fan, K., Hwang, J., Jeng, B.: Lane Detection Using Directional Random Walks. Int. Conf. on Acoustics, Speech, and Signal Processing (2008)Google Scholar
- 14.Borkar, A., Hayes, M., Smith, M.T.: Robust Lane Detection and Tracking with Ransac and Kalman filter. In: IEEE International Conference on Image Processing, Egypt (2009)Google Scholar
- 15.Tian, M., Liu, F., Hu, Z.: Single Camera 3D Lane Detection and Tracking Based on EKF for Urban Intelligent Vehicle. In: IEEE Int. Conf. on Vehicular Electronics and Safety (2006)Google Scholar
- 16.Asif, M., Arshad, M.R., Yousuf, M., Zia, I., Yahya, A.: An Implementation of Active Contour and Kalman Filter for Road Tracking. International Journal of Applied Mathematics (2006)Google Scholar
- 17.Wanga, Y., Teoha, E.K., Shenb, D.: Lane detection and tracking using B-Snake. Image and Vision Computing 22, 269–280 (2004)CrossRefGoogle Scholar
- 18.Boumediene, M., Ouamri, A., Dahnoun, N.: Lane Boundary Detection and Tracking using NNF and HMM Approaches. In: IEEE Intelligent Vehicles Symposium, Turkey (2007)Google Scholar
- 19.Ben Romdhane, N., Hammami, M., Ben-Abdallah, H.: An Artificial Vision-based Lane Detection Algorithm. In: Computer Science and its Applications, Jeju, Korea (2009)Google Scholar
- 20.Ben Romdhane, N., Hammami, M., Ben-Abdallah, H.: A Comparative Study of Vision-based Lane Detection Methods. In: Advanced Concepts for Intelligent Vision Systems, Belgium (2011)Google Scholar