A fast Hough transform for the parametrisation of straight lines using Fourier methods

被引:19
|
作者
Ho, CG [1 ]
Young, RCD [1 ]
Bradfield, CD [1 ]
Chatwin, CR [1 ]
机构
[1] Univ Sussex, Sch Engn, Laser & Electroopt Res Grp, Brighton BN1 9QT, E Sussex, England
关键词
D O I
10.1006/rtim.1999.0182
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Hough transform is a useful technique in the detection of straight lines and curves in an image. Due to the mathematical similarity of the Hough transform and the forward Radon transform, the Hough transform can be computed using the Radon transform which, in turn, can be evaluated using the central slice theorem. This involves a two-dimensional Fourier transform, an x-y to r-theta mapping and a 1D Fourier transform. This can be implemented in specialized hardware to take advantage of the computational savings of the fast Fourier transform. In this paper, we outline a fast and efficient method for the computation of the Hough transform using Fourier methods. The maxima points generated in the Radon space, corresponding to the parametrisation of straight lines, can be enhanced with a post transform convolutional filter. This can be applied as a 1D filtering operation on the resampled data whilst in the Fourier space, so further speeding the computation. Additionally, any edge enhancement or smoothing operations on the input function can be combined into the filter and applied as a net filter function. (C) 2000 Academic Press.
引用
收藏
页码:113 / 127
页数:15
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