Title :
PathMark: A Novel Fast Lane Detection Algorithm for Embedded Systems
Author :
Qianao Ju ; Forsthoefel, D. ; Azmat, Shoaib ; Wills, Linda ; Wills, Sandra ; Rendong Ying
Author_Institution :
Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
Abstract :
Lane detection is an important problem in the field of intelligent transportation and safety driving, for which computer vision approaches are widely used. However, previous works involve unbalanced performance between robustness and speed, which makes it hard to be practical. In order to meet the requirements of safety driving, we present a new, fast and robust lane detection algorithm. It is based on searching lane marker candidates by the brightness feature and geometric matching from discrete segments to full lane markers, and then followed by a random noise filter. PathMark has been validated on a wide range of real world driving sequences, showing capability of extracting all kinds of lanes from different road conditions. Compared with previous work, PathMark operates at doubled frame rate on the embedded platform with comparable detection rate. PathMark is more suitable for real safety driving use in embedded systems.
Keywords :
automated highways; computer vision; driver information systems; edge detection; embedded systems; feature extraction; filtering theory; image denoising; image segmentation; random noise; road safety; PathMark; brightness feature; computer vision; discrete segment; embedded platform; embedded system; fast lane detection algorithm; full lane marker; geometric matching; intelligent transportation; lane extraction; lane marker candidate searching; random noise filter; real world driving sequence; road condition; robust lane detection algorithm; safety driving; PathMark; computer vision; embedded systems; geometric model; lane detection;
Conference_Titel :
Information Science and Engineering (ISISE), 2012 International Symposium on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4673-5680-0
DOI :
10.1109/ISISE.2012.24