中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Perfect Snapping: An Accurate and Efficient Interactive Image segmentation Algorithm

文献类型:期刊论文

作者Qingsong Zhu; Guanzheng Liu; Zhanyong Mei; Qi Li; Yaoqin Xie; Lei Wang
刊名APPLIED MATHEMATICS & INFORMATION SCIENCES
出版日期2013
英文摘要Interactive image segmentation is a process that extracts a foreground object from an image based on limited user input. In this paper, we propose a novel interactive image segmentation algorithm named Perfect Snapping which is inspired by the presented method named Lazy Snapping technique. In the algorithm, the mean shift algorithm with a boundary confidence prior is introduced to efficiently pre-segment the original image into homogeneous regions (super-pixels) with precise boundary. Secondly, Gaussian Mixture Model (GMM) clustering algorithm is used to describe and to model the super-pixels. Finally, a Monte Carlo based Expectation Maximization (EM) algorithm is used to perform parametric learning of mixture model for priori knowledge. Experimental results indicate that the proposed algorithm can achieve higher segmentation quality with higher efficiency.
收录类别SCI
原文出处http://ww.w.naturalspublishing.com/files/published/bp10m6s1a6g648.pdf
语种英语
WOS记录号WOS:000321533200017
源URL[http://ir.siat.ac.cn:8080/handle/172644/4862]  
专题深圳先进技术研究院_医工所
作者单位APPLIED MATHEMATICS & INFORMATION SCIENCES
推荐引用方式
GB/T 7714
Qingsong Zhu,Guanzheng Liu,Zhanyong Mei,et al. Perfect Snapping: An Accurate and Efficient Interactive Image segmentation Algorithm[J]. APPLIED MATHEMATICS & INFORMATION SCIENCES,2013.
APA Qingsong Zhu,Guanzheng Liu,Zhanyong Mei,Qi Li,Yaoqin Xie,&Lei Wang.(2013).Perfect Snapping: An Accurate and Efficient Interactive Image segmentation Algorithm.APPLIED MATHEMATICS & INFORMATION SCIENCES.
MLA Qingsong Zhu,et al."Perfect Snapping: An Accurate and Efficient Interactive Image segmentation Algorithm".APPLIED MATHEMATICS & INFORMATION SCIENCES (2013).

入库方式: OAI收割

来源:深圳先进技术研究院

浏览0
下载0
收藏0
其他版本

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。