DocumentCode :
693221
Title :
Vision-based robot navigation using parallel Hough transform
Author :
Mingsuo Li ; Darning Shi ; Dansong Cheng ; Liying Zheng
Author_Institution :
Sch. of Comput. Sci. & Technol., Harbin Inst. of Technol., Harbin, China
Volume :
04
fYear :
2013
fDate :
14-17 July 2013
Firstpage :
1519
Lastpage :
1526
Abstract :
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 lD 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.
Keywords :
Fourier analysis; Fourier transforms; Hough transforms; edge detection; image colour analysis; inverse transforms; navigation; path planning; robot vision; Cartesian-to-polar mapping; color level images; frequency domain; global information; gray level images; inverse lD Fourier transform; multilayer fractional Fourier analysis; multilayer fractional Fourier transform; parallel Hough transform; representative line detection methods; sinogram; vision-based robot navigation system; Abstracts; Accuracy; Motion estimation; Robots; Robustness; Transforms; Hough transform; Multilayer fractional Fourier transform; Robot navigation; line detection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning and Cybernetics (ICMLC), 2013 International Conference on
Conference_Location :
Tianjin
Type :
conf
DOI :
10.1109/ICMLC.2013.6890844
Filename :
6890844
Link To Document :
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