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基于选择关系嵌入算法的图像检索方法

, PP. 588-594

Keywords: 流形学习,相关反馈,基于内容的图像检索,关系嵌入

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Abstract:

结合流形学习和相关反馈技术的图像检索方法关键是结合低层可视化信息,从少量用户反馈信息中学习用户语义,以获得语义子空间流形。为获得更真实的语义子空间,文中在区分对待低层可视化和用户反馈信息的同时,基于低层可视化信息选择学习反馈信息中的类内和类间关系,提出一种选择关系嵌入算法应用于图像检索。该方法可保留更真实的语义流形结构,从而提高在低维空间中的检索精度。实验结果表明文中方法可将图像映射到更广范围的低维空间,在反馈迭代两次之后检索精度提高最高可达16。3%。

References

[1]  Zhou Zhihua,Chen Kejie,Dai Hongbin.Enhancing Relevance Feedback in Image Retrieval Using Unlabeled Data.ACM Trans on Information Systems,2006,24(2): 219-244
[2]  Auer P,Leung A P.Relevance Feedback Models for Content-Based Image Retrieval[EB/OL].[2011-10-15].http://institute.unileoben.ac.at/infotech/publications/AuerLeungSpringer2010.pdf
[3]  Datta R,Joshi D,Li Jia,et al.Image Retrieval:Ideas,Influence,and Trends of the New Age.ACM Computer Surveys,2008,40(2): 1- 60
[4]  Rui Yong,Huang T S,Ortega M,et al.Relevance Feedback: A Power Tool for Interactive Content-Based Image Retrieval.IEEE Trans on Circuits and Systems for Video Technology,1998,8(5): 644-655
[5]  Seung H S,Lee D D.The Manifold Ways of Perception.Science,2000,290(5500): 2268-2269
[6]  Zhang Daoqiang,Zhou Zhihua,Chen Songcan.Semi-Supervised Dimensionality Reduction // Proc of the 7th SIAM International Conference on Data Mining.Minnesota,USA,2007: 629-634
[7]  Liu Li,Wei Jia,Ma Qianli.State-of-the-Art on Image Retrieval Based on Manifold Learning.Journal of Beijing Jiaotong University,2010,34(5): 164-171 (in Chinese)(刘 利,韦 佳,马千里.基于流形学习的图像检索研究进展.北京交通大学学报,2010,34(5): 164-171)
[8]  He X,Niyogi P.Locality Preserving Projections // Saul L,Weiss Y,Bottou L,eds.Advances in Neural Information Processing Systems.Cambridge,USA: MIT Press,2004,XVII: 327-334
[9]  He Xiaofei.Incremental Semi-Supervised Subspace Learning for Image Retrieval // Proc of the 12th Annual ACM International Conference on Multimedia.New York,USA,2004: 2-8
[10]  Lin Y Y,Liu T L,Chen H T.Semantic Manifold Learning for Image Retrieval // Proc of the 13th Annual ACM International Conference on Multimedia.Singapore,Singapore,2005: 249-258
[11]  He Xiaofei,Cai Deng,Han J.Learning a Maximum Margin Subspace for Image Retrieval.IEEE Trans on Knowledge and Data Engineering,2008,20(2): 189-201
[12]  Wang Can,Zhao Jun,He Xiaofei,et al.Image Retrieval Using Nonlinear Manifold Embedding.Neurocomputing,2009,72(16/17/18): 3922-3929
[13]  Chatzichristofis S A,Boutalis Y S.FCTH: Fuzzy Color and Texture Histogram-A Low Level Feature for Accurate Image Retrieval // Proc of the 9th International Workshop on Image Analysis for Multimedia Interactive Services.Klagenfurt,Austria,2008: 181-196

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