Real time detection of lane markers in urban streets

We present a robust and real time approach to lane marker detection in urban streets. It is based on generating a top view of the road, filtering using selective oriented Gaussian filters, using RANSAC line fitting to give initial guesses to a new and fast RANSAC algorithm for fitting Bezier Splines, which is then followed by a post-processing step. Our algorithm can detect all lanes in still images of the street in various conditions, while operating at a rate of 50 Hz and achieving comparable results to previous techniques.

[1]  E. D. Dickmanns,et al.  A Curvature-based Scheme for Improving Road Vehicle Guidance by Computer Vision , 1987, Other Conferences.

[2]  Karl C. Kluge,et al.  Extracting road curvature and orientation from image edge points without perceptual grouping into features , 1994, Proceedings of the Intelligent Vehicles '94 Symposium.

[3]  Dean A. Pomerleau,et al.  RALPH: rapidly adapting lateral position handler , 1995, Proceedings of the Intelligent Vehicles '95. Symposium.

[4]  Uwe Franke,et al.  Fast stereo based object detection for stop&go traffic , 1996, Proceedings of Conference on Intelligent Vehicles.

[5]  Massimo Bertozzi,et al.  Real-time lane and obstacle detection on the GOLD system , 1996, Proceedings of Conference on Intelligent Vehicles.

[6]  Gianni Conte,et al.  Obstacle and lane detection on ARGO , 1997, Proceedings of Conference on Intelligent Transportation Systems.

[7]  Dariu Gavrila,et al.  The Issues , 2011 .

[8]  Jitendra Malik,et al.  A Comparative Study of Vision-Based Lateral Control Strategies for Autonomous Highway Driving , 1998, Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146).

[9]  Jitendra Malik,et al.  A Comparative Study of Vision-Based Lateral Control Strategies for Autonomous Highway Driving , 1999, Int. J. Robotics Res..

[10]  Christopher M. Kreucher,et al.  LANA: a lane extraction algorithm that uses frequency domain features , 1999, IEEE Trans. Robotics Autom..

[11]  Jean Ponce,et al.  Computer Vision: A Modern Approach , 2002 .

[12]  David Salomon,et al.  Curves and surfaces for computer graphics , 2005 .

[13]  Zu Kim Realtime lane tracking of curved local road , 2006, 2006 IEEE Intelligent Transportation Systems Conference.

[14]  Hong Wang,et al.  Real-time lane detection in various conditions and night cases , 2006, 2006 IEEE Intelligent Transportation Systems Conference.

[15]  Mohan M. Trivedi,et al.  Video-based lane estimation and tracking for driver assistance: survey, system, and evaluation , 2006, IEEE Transactions on Intelligent Transportation Systems.