A comparative study of efficient generalised Hough transform techniques

被引:46
作者
Kassim, AA
Tan, T
Tan, KH
机构
[1] Natl Univ Singapore, Dept Elect Engn, Singapore 119260, Singapore
[2] DSO Natl Labs, Singapore 118230, Singapore
关键词
generalised Hough transform; efficient GHT techniques; parameter space;
D O I
10.1016/S0262-8856(98)00156-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The generalised Hough transform (GHT) is useful for detecting or locating translated two-dimensional objects. However, a weakness of the GHT is its storage requirements and hence the increased computational complexity resulting from the four-dimensional parameter space. In this paper, we present the results of our work which involves investigation of the performance of several efficient GHT techniques including an extension of Thomas's rotation-invariant algorithm. It is shown that our extension of Thomas's algorithm has very low memory requirements and computational complexity, and produces the best results in various tests. (C) 1999 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:737 / 748
页数:12
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