A robust circle detection algorithm based on top-down least-square fitting analysis

被引:29
|
作者
Liu, Dong [1 ]
Wang, Yongtao [1 ]
Tang, Zhi [1 ]
Lu, Xiaoqing [1 ]
机构
[1] Peking Univ, Inst Comp Sci & Technol, Beijing 100871, Peoples R China
基金
北京市自然科学基金; 中国国家自然科学基金;
关键词
HOUGH TRANSFORM; IMAGES; EDGE;
D O I
10.1016/j.compeleceng.2014.03.011
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a robust and efficient circle detector, which achieves accurate results with a controlled number of false detections and requires no parameter tuning. The proposed algorithm consists of three steps as follows. First, we propose a novel edge point chaining method to extract Canny edge segments (i.e., contiguous and sequential chains of Canny edge points). Second, we split each edge segment into several smooth sub-segments, and detect candidate circles within each obtained sub-segment based on top-down least-square fitting analysis. Third, we employ Desolneux et al.'s method to reject the false detections. Experimental results demonstrate that the proposed method is efficient and more robust than the state-of-the-art algorithm EDCircles. (c) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1415 / 1428
页数:14
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