An automatic camera calibration method based on checkerboard

被引:6
|
作者
Bi, Qilin [1 ]
Liu, Zhijun [1 ]
Wang, Miaohui [2 ,3 ,4 ]
Lai, Minling [1 ]
Xiao, Leming [1 ]
Yan, Yipu [1 ]
Liu, Xiaoguang [5 ]
机构
[1] Guangzhou Maritime Univ, Guangzhou 510725, Guangdong, Peoples R China
[2] Shenzhen Univ, Guangdong Key Lab Intelligent Informat Proc, Shenzhen 518060, Peoples R China
[3] Shenzhen Univ, Coll Informat Engn, Shenzhen Key Lab Media Secur, Shenzhen 518060, Peoples R China
[4] Shenzhen Univ, Natl Engn Lab Big Data Syst Comp Technol, Shenzhen 518060, Peoples R China
[5] Guangdong Inst Intelligent Mfg, Guangzhou 510070, Guangdong, Peoples R China
关键词
computer vision; camera calibration; checkerboard; corner recognition; corner matching;
D O I
10.3166/TS.34.209-226
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The traditional camera calibration methods faces many problems, such as the need for manual operation and high-quality images as well as the heavy time consumption. To solve these problems, this paper puts forward an adaptive extraction and matching algorithm for checkerboard inner-corners for camera calibration. Firstly, the coordinates of all corner points of the checkerboard were derived by the Harris algorithm. Then, the four vertices of the checkerboard were acquired in the image coordinate system based on polygonal convexity. After that, the coordinates of the inner-corner points of the checkerboard image were obtained against the judgement rules that distinguish inner-corner points from other points on that image. On this basis, the matching relationship was established between the inner-corner points of the checkerboard image in the image coordinate system and those in the checkerboard coordinate system. Finally, the theoretical modelling, judgement rules and a mature camera calibration model were integrated for automatic camera calibration experiments. The results show that the automatic camera calibration method based on the proposed algorithm consumed 75% less time than the Matlab toolbox and controlled the error within 0.3 pixels. This research provides a real-time, robust and accurate automatic camera calibration method for engineering applications.
引用
收藏
页码:209 / 226
页数:18
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