Vision-Based Robot Navigation Using Parallel Hough Transform

被引:0
作者
Li, Mingsuo [1 ,2 ]
Shi, Daming [1 ]
Cheng, Dansong [1 ]
Zheng, Liying [3 ]
机构
[1] Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Heilongjiang, Peoples R China
[2] Nanjing Univ Aeronaut & Astronaut, Nanjing 471001, Jiangsu, Peoples R China
[3] Harbin Engn Univ, Sch Comp Sci & Technol, Harbin 150001, Heilongjiang, Peoples R China
来源
PROCEEDINGS OF 2013 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS (ICMLC), VOLS 1-4 | 2013年
关键词
Robot navigation; line detection; Hough transform; Multilayer fractional Fourier transform; FOURIER; MAP;
D O I
暂无
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, a vision-based robot navigation system is developed based on surrounding guidelines, which are extracted from color or gray level images using recently proposed parallel Hough transform with Multilayer fractional Fourier analysis. It consists of a multilayer fractional Fourier transform, a Cartesian-to-polar mapping, and an inverse 1D Fourier transform, followed by peak detection in the sinogram. The empirical study in this research has shown that the parallel Hough transform enjoys higher accuracy and robustness compared to other representative line detection methods. The theoretical analyses explain the advantage of our proposed method resulting from more frequencies obtained without extra computational cost, as well as the global information used in the frequency domain.
引用
收藏
页码:1519 / 1526
页数:8
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