Relevance feedback using generalized Bayesian framework with region-based optimization learning

IEEE Transactions on Image Processing

Volumn 14, Issue 10, 2005, Pages 1617-1631

  Hsu, Chiou Ting ^a   Li, Chuech Yu ^a  

^a NATIONAL TSING HUA UNIVERSITY   (Taiwan)

Author keywords

Bayesian learning; Content based image retrieval (CBIR); Region clustering; Region correspondence; Relevance feedback; Target query; User conception

Indexed keywords

IMAGE RECONSTRUCTION; MATHEMATICAL MODELS; OPTIMIZATION; PROBABILITY DISTRIBUTIONS; STATISTICAL METHODS; VECTORS;

BAYESIAN LEARNING; CONTENT-BASED IMAGE RETRIEVAL (CBIR); REGION CLUSTERING; REGION CORRESPONDENCE; RELEVANCE FEEDBACK; TARGET QUERY; USER CONCEPTION;

IMAGE RETRIEVAL;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; BAYES THEOREM; COMPUTER ASSISTED DIAGNOSIS; DATA BASE; EVALUATION; FACTUAL DATABASE; FEEDBACK SYSTEM; IMAGE ENHANCEMENT; INFORMATION RETRIEVAL; METHODOLOGY;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; BAYES THEOREM; DATABASE MANAGEMENT SYSTEMS; DATABASES, FACTUAL; FEEDBACK; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; INFORMATION STORAGE AND RETRIEVAL; PATTERN RECOGNITION, AUTOMATED;

EID: 27744513190     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2005.852202     Document Type: Article

References (30)

1. Y. Ishikawa, R. Subramanya, and C. Faloutsos, "MindReader: Querying databases through multiple examples," presented at the 24th VLDB Conf., 1998.
2. Y. Rui and T. S. Huang, "Optimizing learning in image retrieval," presented at the IEEE CVPR, Jun. 2000.
3. I. J. Cox, M. L. Miller, T. P. Minka, T. V. Papathomas, and P. N. Yianilos, "The Bayesian image retrieval system, PicHunter: Theory, implementation, and psychophysical experiments, IEEE Trans. Image Process., vol. 9, no. 1, pp. 20-37, Jan. 2000.
4. I. J. Cox, M. L. Miller, T. P. Minka, and P. N. Yianilos, "An optimized interaction strategy for Bayesian relevance feedback," presented at the IEEE CVPR, 1998.
5. S. H. Tseng, C. Y. Li, and C. T. Hsu, "Interactive region-based image retrieval, presented at the ICS, Dec. 2002.
6. T. Wang, Y. Rui, and S. M. Hu, Optimal adaptive learning for image retrieval," presented at the IEEE CVPR, Dec. 2001.
7. Y. Rui, T. S. Huang, M. Ortega, and S. Mehrotra, "Relevance feedback: A power tool for interactive content-based image retrieval" IEEE Trans. Circuits Syst. Video Technol., vol. 8, no. 5, pp. 644-655, Sep. 1998.
8. C. Carson, S. Belongie, H. Greenspan, and J. Malik, "Blobworld: Image segmentation using expectation-maximization and its application to image querying, IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 8, pp. 1026-1038, Aug, 2002.
9. Y. Chen and J. Z. Wang, "A region-based fuzzy feature matching approach to content-based image retrieval," IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 9, pp. 1252-1267, Sep. 2002.
10. M. L. Kherfi, D. Zion, and A. Bernardi, "Learning from negative example in relevance feedback for content-based image retrieval, in ICPR, Aug. 2002.
11. G. D. Guo, A. K. Jain, W. Y. Ma, and H. J. Zhang, "Learning similarity measure for natural image retrieval with relevance feedback," IEEE Trans. Neural Netw., vol. 13, no. 4, pp. 811-820, Jul. 2002.
12. Y. Rui, T. S. Huang, and S. Mehrotra, "Content-based image retrieval with relevance feedback in MARS," presented at the IEEE ICIP, Oct. 1997.
13. G. Aggarwal, T. V. Ashwin, and S. Ghosal, "An image retrieval system with automatic query modification," IEEE Trans. Multimedia, vol. 4, pp. 201-214, Jun. 2002.
14. F. Qian, M. Li, L. Zhang, H. J. Zhang, and B. Zhang, "Gaussian mixture model for relevance feedback in image retrieval," presented at the IEEE ICME, Aug. 2002.
15. F. Jing, M. Li, H. J. Zhang, and B. Zhang, "An efficient and effective region-based image retrieval framework," IEEE Trans. Image Process., vol. 13, no. 5, pp. 699-709, May 2004.
16. J. W. Hsieh, W. E. L. Grimson, C. C. Chiang, and Y. S. Huang, "Region-based image retrieval," presented at the IEEE ICIP, 2000.
17. B. S. Manjunath, J. R. Ohm, V. V. Vasudevan, and A. Yamada, "Color and texture descriptors," IEEE Trans. Circuits Syst. Video Technol., vol. 11, no. 6, pp. 703-715, Jun. 2001.
18. M. Bober, "MPEG-7 visual shape descriptors," IEEE Trans. Circuits Syst. Video Technol., vol. 11, no. 6, pp. 716-719, Jun. 2001.
19. A. Mojsilovic, J. Kovacevic, J. Hu, R. J. Safranek, and S. K. Ganapathy, "Matching and retrieval based on the vocabulary and grammar of color patterns," IEEE Trans. Image Process., vol. 9, no. 1, pp. 38-54, Jan. 2000.
20. M. N. Do and M. Vetterli, "Wavelet-based texture retrieval using generalized Gaussian density and Kullback-Leibler distance," IEEE Trans. Image Process., vol. 11, no. 2, pp. 146-158, Feb. 2002.
21. Y. Rui, T. S. Huang, and S. F. Chang, "Image retrieval: Current techniques, promising directions, and open issues," J. Vis. Commun. Image Represen., vol. 10, pp. 39-62, Mar. 1999.
22. D. Comaniciu and P. Meer, "Mean shift: A robust approach toward feature space analysis," IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 5, pp. 603-619, May 2002.
23. L. G. Shapiro and G. C. Stockman, Computer Vision. Upper Saddle River, NJ: Prentice-Hall, 2001.
24. A. D. Bimbo, Visual Information Retrieval. San Mateo, CA: Morgan Kaufmann, 1999.
25. M. Sonka, V. Hlavac, and R. Boyle, Image Processing, Analysis, and Machine Vision, 2nd ed. Pacific Grove, CA: Brooks/Cole, 1999.
26. R. C. Gonzalez and R. E. Woods, Digital Image Processing, 2nd ed. Upper Saddle River, NJ: Prentice-Hall, 2002.
27. Z. Su, H. Zhang, S. Li, and S. Ma, "Relevance feedback in content-based image retrieval: Bayesian framework, feature subspaces, and progressive learning," IEEE Trans. Image Process., vol. 12, no. 8, pp. 924-937, Aug. 2003.
28. X. He, O. King, W. Y Ma, M. Li, and H. J. Zhang, "Learning a semantic space from user's relevance feedback for image retrieval," IEEE Trans. Circuits Syst. Video Technol., vol. 13, no. 1, pp. 39-48, Jan. 2003.
29. T. P. Minka and R. W. Picard, "Interactive learning with a society of models," presented at the IEEE CVPR, Jun. 1996.
30. A. Jaimes, A. B. Benitez, S. F. Chang, and A. C. Loui, "Discovering recurrent visual semantics in consumer photographs," presented at the IEEE ICIP, Sep. 2000.