CASIA OpenIR  > 精密感知与控制研究中心  > 精密感知与控制
Feature-Related Searching Control Model for Curve Detection
Zhang MY(张茗奕)1,2; Xilong Liu1; De Xu1; Zhiqiang Cao1
Source PublicationIEEE Transactions on Cybernetics
2019-02
Volume49Issue:2Pages:580-591
Abstract

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.

KeywordCurve Detection Feature Description Prediction Searching Searching Control Mode Updating
Indexed BySCI
Language英语
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/23671
Collection精密感知与控制研究中心_精密感知与控制
Corresponding AuthorXilong Liu
Affiliation1.中国科学院自动化研究所
2.中国科学院大学
First Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Corresponding Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Recommended Citation
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.
Files in This Item:
There are no files associated with this item.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Zhang MY(张茗奕)]'s Articles
[Xilong Liu]'s Articles
[De Xu]'s Articles
Baidu academic
Similar articles in Baidu academic
[Zhang MY(张茗奕)]'s Articles
[Xilong Liu]'s Articles
[De Xu]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Zhang MY(张茗奕)]'s Articles
[Xilong Liu]'s Articles
[De Xu]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.