Title :
Good resolutions for Hough Transform
Author :
Tu, Chunling ; Djouani, Karim ; Van Wyk, Barend Jacobus ; Hamam, Yskandar ; Du, Shengzhi
Author_Institution :
French South Africa Inst. of Technol. (F´´SATI), Tshwane Univ. of Technol., Pretoria, South Africa
Abstract :
This paper demonstrates the relationship between detection errors and resolutions (ρ- and θ- directions) when the Hough Transform (HT) is employed to detect straight segments in images. The inflexion of the error-resolution curve was uncovered. To comprehensively study the location of the inflexion, the effects of several factors are considered, such as the positions (ρ and θ), widths and lengths of straight segments, noise level, and the ratio of resolutions. An error surface according to ρ- and θ- resolutions is obtained in the paper to guide seeking of the best resolutions. The area containing “good” resolution settings is uncovered and modelled.
Keywords :
Hough transforms; curve fitting; error detection; image resolution; image segmentation; θ- resolution; ρ-resolution; Hough transform; error detection; error surface; error-resolution curve; image segmentation; inflexion; noise level; Accuracy; Belts; Educational institutions; Image resolution; Image segmentation; Quantization; Transforms; Hough Transform; Resolutions; Straight Line Detection;
Conference_Titel :
Intelligent Control and Automation (WCICA), 2012 10th World Congress on
Conference_Location :
Beijing
Print_ISBN :
978-1-4673-1397-1
DOI :
10.1109/WCICA.2012.6359409