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Vocabulary Hierarchy Optimization and Transfer for Scalable Image Search
July-September 2011 (vol. 18 no. 3)
pp. 66-77
Rongrong Ji, Harbin Institute of Technology
Hongxun Yao, Harbin Institute of Technology
Xing Xie, Microsoft Search Asia
Qi Tian, University of Texas at San Antonio
A vocabulary hierarchy optimization and transfer framework uses density-based metric learning to correct quantization biases, without supervision.

1. G. Salton and C. Buckley, "Term-Weighting Approaches in Automatic Text Retrieval," Information Processing and Management, vol. 24, no. 5, 1988, pp. 513-523.
2. D. Nister and H. Stewenius, "Scalable Recognition with a Vocabulary Tree," Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), IEEE Press, 2006.
3. J. Philbin et al., "Object Retrieval with Large Vocabulary and Fast Spatial Matching," Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), IEEE Press, 2007.
4. F. Jurie and B. Triggs, "Creating Efficient Codebooks for Visual Recognition," Proc. Int'l Conf. Computer Vision (ICCV), IEEE Press, 2005, pp. 604-610.
5. P. Viola and M. Jones, "Rapid Object Detection Using a Boosted Cascade of Simple Features," Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), vol. 1, IEEE Press, 2001, pp. 511-519.
6. G. Schindler, M. Brown, and R. Szeliski, "City-Scale Location Recognition," Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), IEEE Press, 2007.
7. R. Ji et al., "Hierarchy Vocabulary Optimization for Effective and Scalable Retrieval," Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), IEEE Press, 2009.
8. R. Yates and B. Neto, Modern Information Retrieval, ACM Press, 1999.
9. J. Yang et al., "Evaluating Bag-of-Visual-Words Representations in Scene Classification," Proc. ACM Multimedia Information Retrieval Workshop, ACM Press, 2007, pp. 297-206.
10. J. Sivic and A. Zisserman, "Video Google: A Text Retrieval Approach to Object Matching in Videos," Proc. Int'l Conf. Computer Vision (ICCV), vol. 2, IEEE Press, 2003, pp. 1470-1477.
11. T. Yeh, J. Lee, T. Darell, "Adaptive Vocabulary Forest for Dynamic Indexing and Category Learning," Proc. Int'l Conf. Computer Vision (ICCV), IEEE Press, 2007.
12. D.G. Lowe, "Distinctive Image Features Form Scale-Invariant Keypoints," Int'l J. Computer Vision, vol. 20, no. 2, 2003, pp. 91-110.
1. D. Nister and H. Stewenius, "Scalable Recognition with a Vocabulary Tree," Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), IEEE Press, 2006.
2. G. Schindler, M. Brown, and R. Szeliski, "City-Scale Location Recognition," Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), IEEE Press, 2007.
3. J. Sivic and A. Zisserman, "Video Google: A Text Retrieval Approach to Object Matching in Videos," Proc. Int'l Conf. Computer Vision (ICCV), vol. 2, IEEE Press, 2003, pp. 1470-1477.
4. J. Philbin et al., "Object Retrieval with Large Vocabulary and Fast Spatial Matching," Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), IEEE Press, 2007.
5. L. Wang, "Toward a Discrim. Codebook: Codeword Selection Across Multi-Resolution," Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), IEEE Press, 2007.
6. J. Yang et al., "Evaluating Bag-of-Visual-Words Representations in Scene Classification," Proc. ACM Multimedia Information Retrieval Workshop, ACM Press, 2007, pp. 297-206.
7. F. Jurie and B. Triggs, "Creating Efficient Codebooks for Visual Recognition," Proc. Int'l Conf. Computer Vision (ICCV), IEEE Press, 2005, pp. 604-610.
8. T. Leung and J. Malik, "Representing and Recognition the Visual Appearance Of Materials Using 3-D Textons," Int'l J. Computer Vision, vol. 43, no. 1, 2001, pp. 29-44.
9. J Philbin et al., "Lost in Quantization: Improving Particular Object Retrieval in Large Scale Image Databases," Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), IEEE Press, 2008.
10. D.G. Lowe, "Distinctive Image Features Form Scale-Invariant Keypoints," Int'l J. Computer Vision, vol. 20, no. 2, 2003, pp. 91-110.
11. H. Jegou, H. Harzallah, and C. Schmid, "A Contextual Dissimilar Measure for Accurate and Efficient Image Search," Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), IEEE Press, 2007.
12. K Grauman and T Darrell, "Approximate Correspondences in High Dimensions," Proc. Neural Information Processing Systems, NIPS, 2007.

Index Terms:
algorithms, multimedia systems, knowledge representation, Internet, image analysis
Citation:
Rongrong Ji, Hongxun Yao, Xing Xie, Qi Tian, "Vocabulary Hierarchy Optimization and Transfer for Scalable Image Search," IEEE Multimedia, vol. 18, no. 3, pp. 66-77, July-Sept. 2011, doi:10.1109/MMUL.2011.23
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