Multiple Lane Detection Algorithm Based on Novel Dense Vanishing Point Estimation

被引:103
|
作者
Ozgunalp, Umar [1 ]
Fan, Rui [1 ]
Ai, Xiao [1 ]
Dahnoun, Naim [1 ]
机构
[1] Univ Bristol, Dept Elect & Elect Engn, Bristol BS8 1UB, Avon, England
关键词
Lanedetection; stereo vision; v-disparity; dynamic programming; vanishing point detection; VEHICLE NAVIGATION; SYSTEM; TRACKING;
D O I
10.1109/TITS.2016.2586187
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The detection of multiple curved lane markings is still a challenge for advanced driver assistance systems today, due to interference such as road markings and shadows cast by roadside structures and vehicles. The vanishing point V-p contains the global information of the road image. Hence, V-p-based lane detection algorithms are quite insensitive to interference. When curved lanes are assumed, V-p shifts with respect to the rows of the image. In this paper, a V-p for each individual row of the image is estimated by first extracting a V-py (vertical position of the Vp) for each individual row of the image from the v-disparity. Then, based on the estimated V(py')s, a 2-D V-px (horizontal position of the V-p) accumulator is efficiently formed. Thus, by globally optimizing this 2-D Vpx accumulator, globally optimum V-p s for the road image are extracted. Then, estimated V-p s are utilized for multiple curved lane marking detection on nonflat road surfaces. The resultant system achieves a detection rate of 99% in 1862 frames of six stereo vision test sequences.
引用
收藏
页码:621 / 632
页数:12
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