Image retrieval via Kullback-Leibler divergence of patches of multiscale coefficients in the KNN framework

2008 International Workshop on Content-Based Multimedia Indexing, CBMI 2008, Conference Proceedings

Volumn , Issue , 2008, Pages 230-235

  Piro, Paolo ^a   Anthoine, Sandrine ^a   Debreuve, Eric ^a   Barlaud, Michel ^a  

^a UNIVERSITY OF NICE SOPHIA ANTIPOLIS   (France)

Author keywords

Image retrieval; Intra interseale dependency; K th nearest neighbors; Kullback Leibler divergence; Sparse wavelet description

Indexed keywords

IMAGE ENHANCEMENT; IMAGE RETRIEVAL; INDEXING (OF INFORMATION); INFORMATION RETRIEVAL SYSTEMS; LEARNING SYSTEMS;

CONTENT-BASED MULTIMEDIA; IMAGE REPRESENTATIONS; INTRA/INTERSEALE DEPENDENCY; K-TH NEAREST NEIGHBORS; KERNEL METHODS; KL-DIVERGENCE; KULLBACK-LEIBLER DIVERGENCE; LAPLACIAN PYRAMIDS; MARGINAL DISTRIBUTIONS; MULTI SCALING; NEAREST NEIGHBORS; NON-PARAMETRIC; PARAMETERIZED; QUERY-BY EXAMPLE; SIMILARITY MEASURING; SPARSE WAVELET DESCRIPTION; WAVELET COEFFICIENTS;

IMAGE SEGMENTATION;

EID: 51849092654     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CBMI.2008.4564951     Document Type: Conference Paper

References (19)

1. V. Mezaris, I. Kompatsiaris, and M. G. Strintzis, "Object-based mpeg-2 video indexing and retrieval in a collaborative environment," Multimed. Tools Appl. , vol. 30, pp. 255-272, 2006.
2. Q. Zhang and E. Izquierdo, "Optimizing metrics combining low-level visual descriptors for image annotation and retrieval," in ICASSP, Toulouse, France, 2006.
3. MN Do and M Vetterli, "Waveletbased texture retrieval using generalized Gaussian density and Kullback-Leibler distance," IEEE TIP, vol. 11, pp. 146-158, 2002.
4. Z Wang, G Wu, H R Sheikh, E P Simoncelli, E-H Yang, and A C Bovik, "Quality-aware images.," IEEE Trans. Image Process., vol. 15, pp. 1680-1689, 2006.
5. S. Boltz, E. Debreuve, and M. Barlaud, "High-dimensional kullback-leibler distance for region-of-interest tracking: Application to combining a soft geometric constraint with radiometry," in CVPR, Minneapolis, USA, 2007.
6. J Portilla, V Strela, M Wainwright, and E P Simoncelli, "Image denoising using a scale mixture of Gaussians in the wavelet domain," IEEE Trans. Image Process. , vol. 12, pp. 1338-1351,2003.
7. J K Romberg, H Choi, and R G Baraniuk, "Bayesian tree-structured image modeling using wavelet-domain hidden markov models.," IEEE Trans. Image Process., vol. 10, pp. 1056-1068, 2001.
8. E. Pierpaoli, S. Anthoine, K. Huffenberger, and I. Daubechies, "Reconstructing sunyaev-zeldovich clusters in future cmb experiments," Mon. Not. Roy. Astron. Soc., vol. 359, pp. 261-271, 2005.
9. Peter J. Burt and Edward H. Adelson, "The laplacian pyramid as a compact image code," IEEE Transactions on Communications, vol. COM-31,4, pp. 532-540, 1983.
10. C. V. Angelino, E. Debreuve, and M. Barlaud, "A nonparametric minimum entropy image deblurring algorithm," in ICASSP, Las Vegas, Nevada, U.S.A., April 2008.
11. D.W.Scott, Multivariate Density Estimation: Theory, Practice, and Visualization, Wiley, 1992.
12. I. Ahmad and P-E. Lin, "A nonparametric estimation of the entropy absolutely continuous distributions," IEEE Trans. Inform. Theory, vol. 22, pp. 372-375, 1976.
13. M Goria, N Leonenko, V Mergel, and P Novi Inverardi, "A new class of random vector entropy estimators and its applications in testing statistical hypotheses," J. Nonparametr. Stat., vol. 17, pp. 277-298, 2005.
14. D. Nistér and H. Stewénius, "Scalable recognition with a vocabulary tree," in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2006, vol. 2, pp. 2161-2168.
15. Sunil Arya, David M. Mount, Nathan S. Netanyahu, Ruth Silverman, and Angela Y. Wu, "An optimal algorithm for approximate nearest neighbor searching fixed dimensions," J. ACM, vol. 45, no. 6, pp. 891-923, 1998.
16. V. Garcia, E. Debreuve, and M. Barlaud, "Fast k Nearest Neighbor Search usign GPU," Tech. Rep. arXiv:0804.1448, I3S Laboratory, University of Nice Sophia-Antipolis / CNRS, Apr. 2008.
17. J. Smith, "Image retrieval evaluation," in IEEE Workshop on Content-based Access of Image and Video Libraries, Santa Barbara, California, 1998.
18. Krystian Mikolajczyk and Cordelia Schmid, "A performance evaluation of local descriptors," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 10, pp. 1615-1630, 2005.
19. D. Lowe, "Sift keypoint detector," http://www.cs.ubc.ca/ ∼lowe/keypoints/.