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一种基于一致性邻域超图模型的图象分割方法
引用本文:耿伯英,杨静宇. 一种基于一致性邻域超图模型的图象分割方法[J]. 中国图象图形学报, 2000, 5(4): 288-292
作者姓名:耿伯英  杨静宇
作者单位:南京理工大学计算机科学与工程系,南京 210094;南京理工大学计算机科学与工程系,南京 210094
摘    要:提出了一种将超图理论与图象的空-频域特征分析相结合的图象分割方法,该方法是基于图象的多分辨率小波分析及高斯-马尔可夫随机场理论,在抽取一组反映图象局部空间结构信息的特征矢量基础上,根据同一区域的象素具有相似的特征矢量的原则,将图象转换为一个关于特征相似性测度的领域超图,再利用覆盖-选择算法对该超图进行分割的方法,实验证明,该方法具有较好的稳定性和适应性,尤其对于一些信噪比较低的图象,也具有良好的分

关 键 词:空间结构特征 领域超图 图象分割
收稿时间:1999-01-25
修稿时间:1999-10-10

An Approach for Image Segmentation Based onthe Homogeneous Neighborhood Hypergraph
GENG Bo-ying and YANG Jing-yu. An Approach for Image Segmentation Based onthe Homogeneous Neighborhood Hypergraph[J]. Journal of Image and Graphics, 2000, 5(4): 288-292
Authors:GENG Bo-ying and YANG Jing-yu
Affiliation:Department of Computer Science and Engineering,Nanjing University of Science and Technology,Nanjing 210094;Department of Computer Science and Engineering,Nanjing University of Science and Technology,Nanjing 210094
Abstract:In this paper, an approach for image segmentation incorporating the theory of hypergraph with the spa-tial-frequency features of image is proposed. Based on the multiresolution wavelet analysis and the theory of Gaus-sian-Markov random field, the features characterizing the local spatial structure of image are extracted, a neigh-borhood hypergraph with respect to the similarities of the features is constructed, segmentation is implemented viathe adapted Covering-Selection algorithm.The adaptability and reliability have been tested through simulations.The approach is effective for segmentation of images with low SNR.
Keywords:Multiresolution wavelet analysis   Spatial structure feature   Neighborhood-hypergraph   Image seg-mentation
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