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一种基于LSI的图像语义检索技术
引用本文:袁磊,曹奎,冯玉才,吴永英. 一种基于LSI的图像语义检索技术[J]. 华中科技大学学报(自然科学版), 2002, 30(2): 105-107
作者姓名:袁磊  曹奎  冯玉才  吴永英
作者单位:华中科技大学计算机科学与技术学院
基金项目:湖北省教育厅重点研究项目 (99A10 8)
摘    要:探讨如何将LSI技术应用于图像检索中,以实现基于语义的图像检索的技术途径,给出了一种新的图像索引方法,它使用灰色模型GM(1,1)对图像的像素值进行模型化处理,并且使用模型参数的概率分布来描述图像,在此基础上,详细讨论了将隐含主义索引应用于图像检索中的具体方法,并给出了相应的算法,最后,给出了实验结果和尚需进一步研究的问题。

关 键 词:基于内容图像检索 图像表示 图像语义 隐含语义索引 灰色模型GM(1  1) 图像处理 LSI技术
文章编号:1671-4512(2002)02-0105-03
修稿时间:2001-09-27

An approach to semantic-based image retrieval using LSI
Yuan Lei Cao Kui Feng Yucai Wu Yongying Visitor Scholar, College of Computer Sci. , Tech.,Huazhong University of Science and Technology,Wuhan ,China.. An approach to semantic-based image retrieval using LSI[J]. JOURNAL OF HUAZHONG UNIVERSITY OF SCIENCE AND TECHNOLOGY.NATURE SCIENCE, 2002, 30(2): 105-107
Authors:Yuan Lei Cao Kui Feng Yucai Wu Yongying Visitor Scholar   College of Computer Sci. & Tech.  Huazhong University of Science  Technology  Wuhan   China.
Affiliation:Yuan Lei Cao Kui Feng Yucai Wu Yongying Visitor Scholar, College of Computer Sci. & Tech.,Huazhong University of Science and Technology,Wuhan 430074,China.
Abstract:Latent Semantic Indexing (LSI) is a new and promising technique for information retrieval, which has been successfully used for document process and retrieval domains. Within the limits of our knowledge of publish work, only a few papers are concerned with the LSI technique for content based image retrieval. In this paper, the approach to semantic image retrieval using the LSI technique is investigated. A novel image indexing method is introduced, which uses the grey model GM(1,1) and Hilbert space filling curve to model the pixels in an image, and uses the distribution of the GM(1,1) parameters as the image representation. The method to LSI based image retrieval is discussed in detail, and the corresponding algorithms are given. The experimental results are reported and the future work is presented.
Keywords:content based image retrieval  image representation  semantic gap  image semantic  latent semantic indexing  grey model GM(1  1)
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