Cross-media manifold learning for image retrieval & annotation

Proceedings of the 1st International ACM Conference on Multimedia Information Retrieval, MIR2008, Co-located with the 2008 ACM International Conference on Multimedia, MM'08

Volumn , Issue , 2008, Pages 141-148

  Liu, Xianming ^a   Ji, Rongrong ^a   Yao, Hongxun ^a   Xu, Pengfei ^a   Sun, Xiaoshuai ^a   Liu, Tianqiang ^a  

^a HARBIN INSTITUTE OF TECHNOLOGY   (China)

Author keywords

Automatic image annotation; Co training; Content based image retrieval; Manifold learning; Web image search

Indexed keywords

AUTOMATIC IMAGE ANNOTATION; CO-TRAINING; CONTENT BASED IMAGE RETRIEVAL; MANIFOLD LEARNING; WEB IMAGE SEARCH;

CONTENT BASED RETRIEVAL; EDUCATION; FEATURE EXTRACTION; FLUORINE CONTAINING POLYMERS; IMAGE ANALYSIS; INFORMATION SERVICES; MARKUP LANGUAGES; METHOD OF MOMENTS; MULTIMEDIA SYSTEMS; SET THEORY; TOPOLOGY; VISUAL COMMUNICATION; WORLD WIDE WEB;

INFORMATION RETRIEVAL;

EID: 70450227472     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1460096.1460121     Document Type: Conference Paper

References (27)

1. Flickr, www.flickr.com.
2. X. Wang, W. Ma, G. Xue and X. Li. 2004. Multi-Model Similarity Propagation and its Application for Web Image Retrieval. ACM Multimedia 2004, pp 944-951.
3. JB. Tenenbaum, V. Silva, JC. Langford. 2000. A Global Geometric Framework for Nonlinear Dimensionality Reduction. Science, 2000, Vol. 290, pp 2319-2323.
4. K. Barnard, D. Forsyth. 2001. Learning the Semantic of Words and Pictures. ICCV 2001, Volume: 2, pp. 408-415.
5. D.M. Blei and M.I. Jordan. 2003. Modeling Annotated Data. SIGIR 2003, pp 127-134.
6. X. Rui, M. Li, Z. Li, W. Ma, N. Yu. 2007. Bipartite Graph Reinforcement Model for Web Image Annotation. ACM M.M 2007, pp 585-594.
7. R.M.Haralick, K.Shanmugam, and I.Dinstein, "Texture features for image classification, " IEEE Transaction on Systems Man and Cybernetics, Vol.3, Nov.1973, pp.610- 621.
8. M. Seeger. 2002. Learning with labeled and unlabeled data. Inst. for Adaptive and Neural Computation, technical report.
9. X. Zhu. 2006. Semi-Supervised Learning Literature Survey. Computer Science, University of Wisconsin-Madison.
10. T. Joachims. 2003. Transductive Learning via Spectral Graph Partitioning. In Proceedings of the International Conference on Machine Learning, 2003.
11. M. Culp, G. Michailidis. 2007. Graph-Based Semi- Supervised Learning. Pattern Analysis and Machine Intelligence, IEEE Transactions on, Oct, 2007, Vol. 2, pp 856-860.
12. Z. Zhang, H. Zha. 2005. Principal manifolds and nonlinear dimensionality reduction via tangent space alignment. SIAM Journal of Scientific Computing, 2005, 26(1):313-338.
13. J.M. Lee. 2000. Introduction to Topological Manifolds. Springer-Verlag, 2000.
14. S. Lang. 1996. Differential and Riemannian Manifolds. Springer-Verlag, 1996.
15. D. Freedman. 2002. Efficient Simplicial Reconstructions of Manifolds from their Samples. Pattern Analysis and Machine Intelligence, IEEE Transactions on, Oct, 2002. Vol. 24, pp 1349-1357.
16. Klema, V., Laub, A. "The singular value decomposition: Its computation and some applications, " IEEE Transactions on Automatic Control, pp.164-176, April, 1980.
17. Jing Liu, Mingjing Li, Wei-Ying Ma, Qingshan Liu, Hanqing Lu, "An adaptive graph model for automatic image annotation, " ACM SIGMM Workshop on Multimedia Information Retrieval, 2006, pp.61-70.
18. Jingrui He, Mingjing Li, Hong-Jiang Zhang, Hanghang Tong, Changshui Zhang, "Manifold-Ranking Based Image Retrieval, " ACM Multimedia, October 10-16, pp.9-16, 2004, New York, USA.
19. Jingrui He, Mingjing Li, Hong-Jiang Zhang, Hanghang Tong, and Changshui Zhang, "Generalized Manifold- Ranking-Based Image Retrieval, " IEEE Transactions on Image Processing, Vol.15, No.10, pp.3170-3177, October 2006.
20. Feng Jing, Mingjing Li, Hongjiang Zhang, and Bo Zhang, "A Unified Framework for Image Retrieval Using Keyword and Visual Features, " IEEE Transactions on Image Processing, Vol.14, No.7, pp.979-989, July 2000.
21. Rongrong Ji, Hongxun Yao, "Visual & Textual Fusion for Region Retrieval from Both Bayesian Reasoning and Fuzzy Matching Aspects", ACM MM MIR 2007.
22. Rongrong Ji, Hongxun Yao, Pengfei Xu, Xiaoshuai Sun, Xianming Liu, "Real-Time Image Annotation by Manifold-based Biased Fisher Discriminate Learning, " VCIP 2008.
23. Jarvelin, K, Kekalainen, J. Cumulated Gain-based Evaluation of IR Techniques. ACM Transactions on Information Systems, 2002, 20, pp. 422-446.
24. G. Salton, and C. Buckley, "Term-weighting approaches in automatic text retrieval, " Information Processing and Management, 1998, Vol. 24, pp. 513-523.
25. Haiying Guan, M. Turk. "The Hierarchical Isometric Self- Organizing Map for Manifold Representation", IEEE Conference on Computer Vision and Pattern Recognition, 17-22 June 2007, Page 1 - 8.
26. K. Nigam, R. Ghani. "Analyzing the Effectiveness and Applicability of Co-training", Proceedings of the Ninth International Conference on Information and Knowledge Management, 2000, Page 86-93.
27. C. Fellbaum, WordNet: An Electronic Lexical Database, Bradford Book, May, 1998.