• Opto-Electronic Engineering
  • Vol. 34, Issue 8, 99 (2007)
[in Chinese] and [in Chinese]
Author Affiliations
  • [in Chinese]
  • show less
    DOI: Cite this Article
    [in Chinese], [in Chinese]. Multiple-hyperplane SVMs algorithm in image semantic classification[J]. Opto-Electronic Engineering, 2007, 34(8): 99 Copy Citation Text show less
    References

    [1] Vailaya A,Figueiredo M,Jain A,et al.Image Classification for Content-based Indexing[J].IEEE Trans.on Image Processing,2001,10(1):117-130.

    [2] Zhao R,Grosky W I.Narrowing the Semantic Gap-Improved Text-based Web Document Retrieval Using Visual Features[J].IEEE Trans.on Multimedia,2002,4(2):189-200.

    [3] TIAN Yong-hong,HUANG Tie-jun,GAO Wen.Exploiting Multi-context Analysis in Image Semantic Classification[J].Journal of Zhejiang University(SCIENCE),2005,6A(11):1268-1283.

    [4] Christel Michael G,Hauptmann Alexander G.The Use and Utility of High-Level Semantic Features in Video Retrieval[A].International Conference on Image and Video Retrieval (CIVR'05)[C].Singapore:University of Singapore,2005:134-144.

    [5] Xu Y,Saber E,Tekalp A.Dynamic Learning from Multiple Examples for Semantic Object Segmentation and Search[J].Computer Vision and Image Understanding,2004,95:334-353.

    [6] Chang E,Li B T,Wu G,et al.Statistical Learning for Effective Visual Information Retrieval[J].IEEE International Conference on Image Processing,2003,3:609-612.

    [7] Opper M,Haussler D.Generalization Performance of Bayes Optimal Classification Algorithm for Learning a Perceptron[J].Physical Review Letters,1991,66(20):2677-2680.

    [8] Trafalis Trafalis B,Malyscheff Alexander M.An Analytic Center Machine[J].Machine Learning,2002,46(1/3):203-223.

    [9] Herbrich R,Graepel T,Campbell C.Bayes Point machines[J].Journal of Machine Learning Research,2001,1:245-279.

    [10] Cristianini N,Shawe-Taylor J.An Introduction to Support Vector Machines and Other Kernel-based Learning Methods[M].Cambridge:Cambridge University Press,2000.

    [11] Sch(o)lkopf B,Smola A J.Learning with Kernels:Support Vector Machines,Regularization,Optimization,and Beyond[M].Cambridge:MIT Press,2002.

    [12] Bartlett P L,Shawe-Taylor J.Generalization Performance of Support Vector Machines and Other Pattern Classifiers[A]:Advances in Kernel Methods-Support Vector Learning[C].Cambridge,MA:MIT Press,1999:43-54.

    [13] Leibe B,Schiele B.Analyzing Appearance and Contour Based Methods for Object Categorization[A].CVPR'03[C].Madison:IEEE Publish Society,2003,2:409-415.

    [14] Squire D M,Müller W,Müller H,et al.Content-based Query of Image Databases,Inspirations from Text Retrieval:Inverted Files,Frequency-based Weights and Relevance Feedback[J].Pattern Recognition Letters,2000,21:1193-1198.

    [15] Koltchinskii V,Panchenko D.Empirical Margin Distributions and Bounding the Generalization Error of Combined Classifiers[J].Annals of statistics,2002,30(1):1-50.

    CLP Journals

    [1] LI Mao-kuan, GUAN Jian. Classifier Design Method Based on Conformal Geometric Algebra and Quadratic Programming[J]. Opto-Electronic Engineering, 2010, 37(7): 114

    [in Chinese], [in Chinese]. Multiple-hyperplane SVMs algorithm in image semantic classification[J]. Opto-Electronic Engineering, 2007, 34(8): 99
    Download Citation