3D head model retrieval in kernel feature space using HSOM

Pattern Recognition

Volumn 41, Issue 2, 2008, Pages 468-483

  Wong, Hau San ^a   Ma, Bo ^b   Sha, Yang ^a   Ip, Horace H S ^a  

^a CITY UNIVERSITY OF HONG KONG   (Hong Kong)

^b BEIJING INSTITUTE OF TECHNOLOGY   (China)

Author keywords

3D head model retrieval; HSOM; Kernel feature space; Kernel PCA; Multimedia retrieval

Indexed keywords

FEATURE EXTRACTION; IMAGE CLASSIFICATION; OBJECT RECOGNITION; PRINCIPAL COMPONENT ANALYSIS; SELF ORGANIZING MAPS; THREE DIMENSIONAL COMPUTER GRAPHICS;

3D HEAD MODEL RETRIEVAL; KERNEL FEATURE SPACE; MULTIMEDIA RETRIEVAL;

IMAGE RETRIEVAL;

EID: 34848841483     PISSN: 00313203     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patcog.2007.06.009     Document Type: Article

References (32)

1. P. Min, A 3D model search engine, Doctoral Thesis, Princeton University, 2004.
2. Funkhouser T., Min P., Kazhdan M., Chen J., Halderman A., and Dobkin D. A search engine for 3D models. ACM Trans. Graphics 21 3 (2003) 83-105
3. M.T. Suzuki, Y. Yaginuma, Y.Y. Sugimoto. A 3D model retrieval system for cellular phones, in: Proceedings of the IEEE International Conference on Systems, Man and Cybernetics, vol. 4, 2003, pp. 3846-3851.
4. Wong H.-S., Cheung K.K.T., and Ip H.H.S. 3D head model classification by evolutionary optimization of the extended Gaussian image representation. Pattern Recogn 37 (2004) 2307-2322
5. H.H.S. Ip, W.Y.F. Wong, 3D head models retrieval based on hierarchical facial region similarity, in: Proceedings of the 15th International Conference on Vision Interface, Calgary, Canada, May 2002, pp. 314-319.
6. T. Hlavaty, V. Skala, A survey of methods for 3D model feature extraction, Bulletin of IV Seminar Geometry and Graphics in Teaching Contemporary Engineer, No. 13/03, Szczyrk, Poland, 2003, pp. 5-8.
7. S. Mahmoudi, M. Daoudi, 3D models retrieval by using characteristic views, in: Proceedings of the International Conference on Pattern Recognition, vol. 2, 2002, pp. 457-460.
8. M. Novotni, R. Klein, 3D Zernike descriptors for content based shape retrieval, in: Proceedings of the ACM Symposium on Solid Modeling and Applications, 2003, pp. 216-225.
9. M. Yu, I. Atmosukarto, W.K. Leow, Z. Huang, R. Xu, 3D model retrieval with morphing-based geometric and topological feature maps, in: Proceedings of CVPR, 2003, pp. 656-658.
10. D. Keim, Efficient geometry-based similarity search of 3D spatial databases, in: Proceedings of ACM SIGMOD, 1999, pp. 419-430.
11. R.W.H. Lau, B. Wong, Web-based 3D geometry model retrieval, World Wide Web: Internet and Web Information Systems, vol. 5, 2002, pp. 193-206.
12. M. Novotni, R. Klein, A geometric approach to 3D object comparison, in: Proceedings of the International Conference on Shape Modeling and Applications, Genova, Italy, May 2001, pp. 167-175.
13. M. Hilaga, Y. Shinagawa, T. Kohmura, T. Kunii, Topology matching for fully automatic similarity estimation of 3D shapes, in: Proceedings of ACM SIGGRAPH, 2001, pp. 203-312.
14. D. Saupe, D.V. Vranic, 3D model retrieval with spherical harmonics and moments, in: Proceedings of DAGM, Munich, Germany, September 2001, pp. 392-397.
15. D.V. Vranic, D. Saupe, J. Richter, Tools for 3D-object retrieval: Karhunen-Loeve transform and spherical harmonics, in: Proceedings of IEEE Workshop Multimedia Signal Processing, Cannes, France, October 2001, pp. 293-298.
16. Pastor L., Rodrguez A., Espadero J.M., and Rincon L. 3D wavelet-based multiresolution object representation. Pattern Recognition 34 12 (2001) 2497-2513
17. Draper J., Baek K., Bartlett M.S., and Beveridge J.R. Recognizing faces with PCA and ICA. Comput. Vision Image Understanding 91 (2003) 115-137
18. Dai D.Q., and Yuen P.C. Regularized discriminant analysis and its applications to face recognition. Pattern Recognition 36 1 (2003) 95-101
19. M.H. Yang, Kernel eigenfaces vs. kernel Fisherfaces: face recognition using kernel methods, in: Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition, 2002, pp. 215-220.
20. J. Liu, R. Huang, H. Lu, S. Ma, Face recognition using kernel based Fisher discriminant analysis, in: Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition, 2002, pp. 205-211.
21. Scholkopf B., Smola A., and Muller K.-R. Nonlinear component analysis as a kernel eigenvalue problem. Neural Comput. 10 (1998) 1299-1319
22. Kohonen T. Self-Organizing Maps. second ed. (1997), Springer, Heidelberg
23. Lampinen J., and Oja E. Clustering properties of hierarchical self-organizing maps. J. Math. Imaging Vision 2 2-3 (1992) 261-272
24. Alahakoon D., and Halgamuge S.K. Dynamic self-organizing maps with controlled growth for knowledge discovery. IEEE Trans. Neural Networks 11 3 (2000) 601-614
25. Pascual-Marqui R.D., Pascual-Montano A.D., Kochi K., and Carazo J.M. Smoothly distributed fuzzy c-means: a new self-organizing map. Pattern Recognition 34 (2001) 2395-2402
26. Kohonen T., Kaski S., Lagus K., Salojarvi J., Paatero V., and Saarela A. Self organization of a massive document collection. IEEE Trans. Neural Networks 11 3 (2000) 574-585
27. Laaksonen J.T., Koskela J.M., Laakso S.P., and Oja E. PicSOM-content-based image retrieval with self-organizing maps. Pattern Recognition Lett. 21 13-14 (2000) 1199-1207
28. L. Villalobos, F.L. Merat, 3D modeling and indexing for CAD-based object recognition, in: Proceedings of IEEE International Conference on Robotics and Automation, vol. 3, 1994, pp. 1965-1972.
29. Bezdek J.C., Ehrlich R., and Full W. FCM: fuzzy c-means algorithm. Comput. Geosci. 10 2-3 (1984) 191-203
30. Pal N.R., and Bezdek J.C. On cluster validity for the fuzzy c-means model. IEEE Trans. Fuzzy Syst. 3 3 (1995) 370-379
31. MPI Faces Database, Max Planck Institute for Biological Cybernetics, available online at 〈http://faces.kyb.tuebingen.mpg.de/〉, 2004.
32. V. Blanz, T. Vetter, A morphable model for the synthesis of 3D faces, in: Proceedings of ACM SIGGRAPH, 1999, pp. 187-194.