A FAST RANDOMIZED HOUGH TRANSFORM FOR CIRCLE/CIRCULAR ARC RECOGNITION

被引:24
作者
Chiu, Shih-Hsuan [2 ]
Liaw, Jiun-Jian [1 ]
Lin, Kuo-Hung [2 ]
机构
[1] Chaoyang Univ Technol, Dept Informat & Commun Engn, Wufong Township, Taichung County, Taiwan
[2] Natl Taiwan Univ Sci & Technol, Dept Polymer Engn, Taipei, Taiwan
关键词
Hough transform; randomized Hough transform; circle detection; circular arc detection; recognition;
D O I
10.1142/S0218001410007956
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The main drawbacks of the Hough transform (HT) are the heavy requirement of computation and storage. To improve the drawbacks of the HT, the randomized Hough transform (RHT) was proposed. But the RHT is not suitable for detecting the pattern with the complex image because the probability is too low. In this paper, we propose a fast randomized Hough transform for circle/circular arc detection. We pick one point at random to be the seed point. Then, we propose a checking rule to confirm if the seed point is on the true circle. Compared with the previous techniques, the proposed method requires less computational time and is more suitable for complex images. In the experiments, synthetic and real images are used to show the effect of the proposed method.
引用
收藏
页码:457 / 474
页数:18
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