中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
The line- and block-like structures extraction via ingenious snake

文献类型:期刊论文

作者Wang, Yuanquan; Li, Na; Wen, Tiexiang; Zhou, Shoujun; Li, Baolin; Wang, Cheng
刊名PATTERN RECOGNITION LETTERS
出版日期2018
文献子类期刊论文
英文摘要Active contour model (ACM) plays an important role in computer vision and medical image analysis. The traditional ACMs were employed to extract closed contours of objects. While simultaneous extraction of line-and block-like objects, such as boundary contours, centerlines, as well as their topological relationship, remains open so far. Therefore, a novel ACM named "Ingenious Snake" is proposed to adaptively extract the feature curves. The proposed ingenious snake includes the following steps: 1) In the preprocessing, the line-and block-like structures are classified with k-means clustering, following up with morphological operation and enhancement. The gradient vector flow (GVF) field is then acquired from the resultant ridge feature map. 2) For the automatic initialization, the ridge-points are extracted by using the local phase measurement of GVF field, then the two-category of object ridgelines are obtained fast. 3) Finally, the contour deformation and curves evolvement are implemented with a management strategy. The resultant contours and centerlines well characterize the objects of interest. In the experiments, we compare the existing initialization methods and the adaptive extraction with a series of phantoms and testing images. The visual and quantitative assessments of structure extraction are satisfying in terms of effectiveness and accuracy. (c) 2018 Elsevier B.V. All rights reserved.
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语种英语
源URL[http://ir.siat.ac.cn:8080/handle/172644/14252]  
专题深圳先进技术研究院_医工所
推荐引用方式
GB/T 7714
Wang, Yuanquan,Li, Na,Wen, Tiexiang,et al. The line- and block-like structures extraction via ingenious snake[J]. PATTERN RECOGNITION LETTERS,2018.
APA Wang, Yuanquan,Li, Na,Wen, Tiexiang,Zhou, Shoujun,Li, Baolin,&Wang, Cheng.(2018).The line- and block-like structures extraction via ingenious snake.PATTERN RECOGNITION LETTERS.
MLA Wang, Yuanquan,et al."The line- and block-like structures extraction via ingenious snake".PATTERN RECOGNITION LETTERS (2018).

入库方式: OAI收割

来源:深圳先进技术研究院

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