The Community for Technology Leaders
RSS Icon
Issue No.04 - October-December (2009 vol.16)
pp: 34-43
Zhong-Qiu Zhao , Hefei University of Technology, China
Herve Glotin , Université Sud-Toulon Var, France
<p>A postprocessing system based on affinity-propagation clustering on manifolds can improve the diversity of retrieval results without reducing their relevance.</p>
image retrieval, clustering, affinity propagation, manifolds, diversity, Davies-Bouldin criterion
Zhong-Qiu Zhao, Herve Glotin, "Diversifying Image Retrieval with Affinity-Propagation Clustering on Visual Manifolds", IEEE MultiMedia, vol.16, no. 4, pp. 34-43, October-December 2009, doi:10.1109/MMUL.2009.99
1. H. Chen and D.R. Karger, "Less Is More: Probabilistic Models for Retrieving Fewer Relevant Documents," Proc. 29th Ann. Int'l ACM Sigir Conf. Research and Development in information Retrieval, ACM Press, 2006, pp. 429-436.
2. K. Song et al., "Diversifying the Image Retrieval Results," Proc. 14th Ann. ACM Int'l Conf. Multimedia, ACM Press, 2006, pp. 707-710.
3. J. MacQueen, "Some Methods for Classification and Analysis of Multivariate Observations," Proc. 5th Berkeley Symp. Mathematical Statistics and Probability 1, Univ. of Calif. Press, 1967, pp. 281-297.
4. B.J. Frey and D. Dueck, "Clustering by Passing Messages Between Data Points," Science, vol. 315, 2007, pp. 972-976.
5. A.P. Dempster, N.M. Laird, and D.B. Rubin, "Maximum Likelihood from Incomplete Data via the EM Algorithm," J. Royal Statistical Society, Series B, vol. 39, no. 1, 1977, pp. 1-38.
6. S. Jain and R.M. Neal, "A Split-Merge Markov Chain Monte Carlo Procedure for the Dirichlet Process Mixture Model," J. Computational and Graphical Statistics, vol. 13, 2004, pp. 158-182.
7. R.R. Sokal and C.D. Michener, "A Statistical Method for Evaluating Systematic Relationships," Univ. Kans. Science Bulletin, vol. 38, 1958, pp. 1409-1438.
8. J. Shi J. and J. Malik, "Normalized Cuts and Image Segmentation," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 22, no. 8, 2000, pp. 888-905.
9. J.B. Tenenbaum, V. de Silva, and J.C. Langford, "A Global Geometric Framework for Nonlinear Dimensionality Reduction," Science, vol. 290, no. 5500, 2000, pp. 2319-2323.
10. J. Iyengar, S.S. Zachary, and J. Barhen, "Content Based Image Retrieval and Information Theory: A Generalized Approach," J. American Society for Information Science and Technology, special issue on visual based retrieval systems and Web mining, vol. 52, no. 10, 2001, pp. 841-853.
11. S. Tollari and H. Glotin, "Web Image Retrieval on Imageval: Evidences on Visualness and Textualness Concept Dependency in Fusion Model," Proc. ACM Int'l Conf. Image Video Retrieval, ACM Press, 2007, pp. 65-72.
12. H. Glotin, Z.Q. Zhao, and S. Ayache, "Efficient Image Concept Indexing by Harmonic and Arithmetic Profiles Entropy," Proc. IEEE Int'l Conf. Image Processing (ICIP), 2009.
13. V. Vapnik, Statistical Learning Theory, John Wiley, 1998.
14. J.A.K. Suykens and J. Vandewalle, "Least Squares Support Vector Machine Classifiers, Neural Processing Letters, vol. 9, no. 3, 1999, pp. 293-300.
15. E.W. Dijkstra, "A Note on Two Problems in Connection with Graphs," Numerische Mathematik, vol. 1, 1959, pp. 269-271.
16. M. Grubinger et al., "The IAPR TC-12 Benchmark: A New Evaluation Resource for Visual Information Systems," Proc. Int'l Workshop OntoImage Language Resources for Content-Based Image Retrieval, 2006, pp. 13-23; system/files grubinger-lrec06.pdf.
17. P. Mulhem et al., "LIG Working Notes on ImageCLEFphoto 08," Working Notes of ImageCLEF2008, 2008; ImageCLEFphoto2008-final.pdf.
18. C.X. Zhai, W.W. Cohen, and J. Lafferty, "Beyond Independent Relevance: Methods and Evaluation Metrics for Subtopic Retrieval," Proc. 26th Ann. Int'l ACM Sigir Conf. Research and Development in Information Retrieval, ACM Press, 2003, pp. 10-17.
19. D.L. Davies and D.W. Bouldin, "A Cluster Separation Measure," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 1, no. 2, 1979, pp. 224-227.
20. S. Tollari et al., "UPMC/LIP6 at ImageCLEFphoto 2008: On the Exploitation of Visual Concepts (VCDT)," Working Notes CLEF 2008 Workshop, 2008; working_notes .
21. M. Ferecatu and H. Sahbi, "Telecom ParisTech at ImageClefphoto08 Bi-Modal Text and Image Retrieval with Diversity Enhancement," Working Notes CLEF 2008 Workshop, 2008; .
25 ms
(Ver 2.0)

Marketing Automation Platform Marketing Automation Tool