Camera calibration and near-view vehicle speed estimation

被引:2
|
作者
Peng, Futang [1 ]
Liu, Changsong [1 ]
Ding, Xiaoqing [1 ]
机构
[1] Tsinghua Univ, Dept Elect Engn, State Key Lab Intelligent Technol & Syst, Beijing, Peoples R China
关键词
near-view vehicle; camera calibration; Vanishing Point; GMM; Pinhole model; speed estimation; image processing; line extraction;
D O I
10.1117/12.765077
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present an algorithm of estimating new-view vehicle speed. Different from far-view scenario, near-view image provides more specific vehicle information such as body texture and vehicle identifier which make it practical for individual vehicle speed estimation. The algorithm adopts the idea of Vanishing Point to calibrate camera parameters and Gaussian Mixture Model (GMM) to detect moving vehicles. After calibrating, it transforms image coordinates to the real-world coordinates using a simple model - the Pinhole Model and calculates the vehicle speed in real-world coordinates. Adopting the idea of Vanishing Point, this algorithm only needs two pre-measured parameters: camera height and distance between camera and middle road line, other information such as camera orientation, focal length, and vehicle speed can be extracted from video data.
引用
收藏
页数:10
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