An improved level set method to image segmentation tation based on saliency | |
Wang, Yan; Xu, Xianfa | |
刊名 | Journal of Information Processing Systems
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2019 | |
卷号 | 15期号:1页码:7-21 |
关键词 | Drop breakup Image enhancement Level measurement Numerical methods Canny Operators Edge energy Level Set method Renyi entropy Saliency map |
ISSN号 | 1976913X |
DOI | 10.3745/JIPS.02.0105 |
英文摘要 | In order to improve the edge segmentation effect of the level set image segmentation and avoid the influence of the initial contour on the level set method, a saliency level set image segmentation model based on local Renyi entropy is proposed. Firstly, the saliency map of the original image is extracted by using saliency detection algorithm. And the outline of the saliency map can be used to initialize the level set. Secondly, the local energy and edge energy of the image are obtained by using local Renyi entropy and Canny operator respectively. At the same time, new adaptive weight coefficient and boundary indication function are constructed. Finally, the local binary fitting energy model (LBF) as an external energy term is introduced. In this paper, the contrast experiments are implemented in different image database. The robustness of the proposed model for segmentation of images with intensity inhomogeneity and complicated edges is verified. © 2019 KIPS. |
WOS研究方向 | Computer Science |
语种 | 英语 |
出版者 | Korea Information Processing Society, 1002ho Yongsungbiz tel, 314-1 2Ga Hankangro, Yongsan-gu, Seoul, 140-750, Korea, Republic of |
WOS记录号 | WOS:000462199100002 |
内容类型 | 期刊论文 |
源URL | [http://ir.lut.edu.cn/handle/2XXMBERH/113874] ![]() |
专题 | 兰州理工大学 |
作者单位 | School of Computer and Communication, Lanzhou University of Technology, Lanzhou, China |
推荐引用方式 GB/T 7714 | Wang, Yan,Xu, Xianfa. An improved level set method to image segmentation tation based on saliency[J]. Journal of Information Processing Systems,2019,15(1):7-21. |
APA | Wang, Yan,&Xu, Xianfa.(2019).An improved level set method to image segmentation tation based on saliency.Journal of Information Processing Systems,15(1),7-21. |
MLA | Wang, Yan,et al."An improved level set method to image segmentation tation based on saliency".Journal of Information Processing Systems 15.1(2019):7-21. |
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