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Multiple Lane Detection Algorithm Based on Novel Dense Vanishing Point Estimation

delete2017-03-01
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OA
AI
U
Umar Ozgunalp *
R
Rui Fan
X
Xiao Ai
N
Naim Dahnoun
DOI:10.1109/TITS.2016.2586187delete
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Abstract

Abstract

En 中文
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.
Keywords:
Lanedetection
stereo vision
v-disparity
dynamic programming
vanishing point detection
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Journal

IEEE Transactions on Intelligent Transportation Systems cover
IEEE Transactions on Intelligent Transportation Systems
IF:
8.4
Papers:
9.7K
Citations:
6.3W

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U
University of Bristol
Scholars:
3.1W
Papers: 3.0W
Citations: 5.3W
Cited Papers

Cited Papers

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errWedel, Andreas; Badino, Hernan; Rabe, Clemens; Loose, Heidi; Franke, Uwe; Cremers, Daniel
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