Feature-Related Searching Control Model for Curve Detection | |
Zhang MY(张茗奕)1,2![]() ![]() ![]() ![]() | |
刊名 | IEEE Transactions on Cybernetics
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2019-02 | |
卷号 | 49期号:2页码:580-591 |
关键词 | Curve Detection Feature Description Prediction Searching Searching Control Mode Updating |
英文摘要 | In this paper, a novel method is proposed for curve detection in images using a feature-related searching control model. It is composed of three parts: 1) prediction; 2) searching; and 3) updating. First, curve related features are modeled to a three order array. Then, equations of the prediction, searching, and curve parameter updating are deduced. Third, an optimal model for curve parameter estimation during iterations is given. Based on the proposed model, a curve detection algorithm is designed. Experiments on thousands of images demonstrate the effectiveness and advantages of the proposed method. Comparison experiments with state-of-the-art methods show that the proposed method outperforms the existing methods on most indexes. Our method can describe the contents of original images more completely with fewer curves. The contour evaluation framework and the Berkeley segmentation dataset are used to evaluate the performances of different curve detection methods. The proposed method can also detect curves in the order relates to their importance, which has been validated in experiments. |
语种 | 英语 |
WOS记录号 | WOS:000456733900018 |
内容类型 | 期刊论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/23671] ![]() |
专题 | 精密感知与控制研究中心_精密感知与控制 |
通讯作者 | Xilong Liu |
作者单位 | 1.中国科学院自动化研究所 2.中国科学院大学 |
推荐引用方式 GB/T 7714 | Zhang MY,Xilong Liu,De Xu,et al. Feature-Related Searching Control Model for Curve Detection[J]. IEEE Transactions on Cybernetics,2019,49(2):580-591. |
APA | Zhang MY,Xilong Liu,De Xu,&Zhiqiang Cao.(2019).Feature-Related Searching Control Model for Curve Detection.IEEE Transactions on Cybernetics,49(2),580-591. |
MLA | Zhang MY,et al."Feature-Related Searching Control Model for Curve Detection".IEEE Transactions on Cybernetics 49.2(2019):580-591. |
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