Fusing with context: A Bayesian approach to combining descriptive attributes

2011 International Joint Conference on Biometrics, IJCB 2011

Volumn , Issue , 2011, Pages

  Scheirer, Walter J ^a   Kumar, Neeraj ^b   Ricanek, Karl ^c   Belhumeur, Peter N ^b   Boult, Terrance E ^a  

^a UNIVERSITY OF COLORADO   (United States)

^b Columbia University ^*  (United States)

^c UNIVERSITY OF NORTH CAROLINA WILMINGTON   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AGE DATA; BAYESIAN APPROACHES; FACE IDENTIFICATION; FACE RECOGNITION SYSTEMS; INCOMPLETE OBSERVATION; MATCH SCORE; MATCHING PROCESS; NETWORK CREATION; TRUTH VALUES; VISUAL ATTRIBUTES; WEIGHTING FACTORS;

BAYESIAN NETWORKS; BIOMETRICS;

FACE RECOGNITION;

EID: 84856115680     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCB.2011.6117490     Document Type: Conference Paper

References (33)

1. M. Albert, K. Ricanek, and E. Patterson. A Review of the Literature on the Aging Adult Skull and Face: Implications for Forensic Science Research and Applications. lournal of Forensic Science International, 172(1):1-9,2007. (Pubitemid 47223600)
2. S. Baluja and H. Rowley. Boosting Sex Identification Performance. llCV, 71(1), 2007.
3. E. Bigun, J. Bigun, B. Duc, and S. Fischer. Expert Conciliation for Multimodal Person Authentication Systems using Bayesian Statistics. In I APR AVBPA, 1997.
4. C. Bishop. Pattern Recognition and Machine Learning. Springer, 1 st edition, 2006.
5. C.-c. Chang and c.-J. Lin. LlBSVM: a Library for Support Vector Machines, 2001. Software available at http://www.csie.ntu.edu.tw/-cjlin/libsvm.
6. C. Chen, Y. Chang, K. Ricanek, and Y. Wang. Face Age Estimation Using Model Selection. In IEEE AMFG, 2010.
7. A. Datta, R. Feris, and D. Vaquero. Hierarchical Ranking of Facial Attributes. In IEEE AFGR, March 2011.
8. FG-Net. FG-Net Aging Database. Face and Gesture Recognition Research Network. http://www . fgnet. rsuni T. com/. Accessed 22 May 2011.
9. G. Guo, G. Mu, F. Fu, and T. Huang. Human Age Estimation Using Bio-Inspired Features. In IEEE CVPR, 2009.
10. M. Henrion. Practical Issues in Constructing a Bayes' Belief Network. In Proc. of the Third Conference Annual Conference on Uncertainty in Artificial Intelligence (UAI-B7), pages 132-139, New York, NY, 1987. Elsevier Science.
11. A. Jain, S. Dass, and K. Nandakumar. Soft Biometric Traits for Personal Recognition Systems. In Proc. of the Inti. Conf. on Biometric Authentication, June 2004.
12. N. Kumar, A. Berg, P. Belhumeur, and S. Nayar. Describable V isual Attributes for Face V erification and Image Search. IEEE TPAMI Pre-Print, 2011. http://dx.doi.org/lO.l109/TPAMI.2011.48.
13. L. Lam and C. Suen. Optimal Combination of Pattern Classifiers. Pattern Recognition Letters, 16(9):945-954, 1995.
14. L. Lam and C. Suen. Application of Majority Voting to Pattern Recognition: Analysis is of its Behavior and Performance. IEEE TSMC Part A: Systems and Humans, 27(5):553-568,1997. (Pubitemid 127770722)
15. K. Laskey, G. Alghamdi, X. Wang, D. Barbara, T. Shackelford, E. W right, and J. Fitzgerald. Detecting Threatening Behavior Using Bayesian Networks. In Proc. of the Conference on Behavioral Representation in Modeling and Simulation, 2004.
16. X. Lu and A. Jain. Ethnicity Identification from Face Images. In Proc. of SPIE International Symposium on Defense and Security : Biometric Technology for Human Identification, pages 114-123,2004.
17. K. Luu, K. Ricanek, , T. Bui, and C. Suen. Age Estimation Using Active Appearance Models and Support Vector Machine Regression. In IEEE BTAS, 2009.
18. M. Minear and D. Park. A Lifespan Database of Adult Facial Stimuli. Behavior Research Methods, Instruments, & Computers, 36(4):630-633, 2004. (Pubitemid 40251413)
19. B. Moghaddam and M.-H. Yang. Decision Combination in Multiple Classifier Systems. IEEE TPAMI, 24(5):707-711, 2002.
20. A. Onisko, M. Druzdzel, and H. Wasyluk. Learning Bayesian Network Parameters From Small Data Sets: Application of Noisy-OR Gates. In Proc. of the European Conference on Artificial Intelligence (ECAl), 2000.
21. J. Pearl. Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference. Morgan Kaufmann Publishers, Inc., San Mateo, CA, 1988.
22. P. Phillips, J. Beveridge, W. Scruggs, A. O'Toole, D. Bolme, K. Bowyer, B. Draper, G. Givens, Y. M. Lui, H. Sahibzada, and S. Weimer. Overview of the Multiple Biometrics Grand Challenge. In Proc. of ICB, 2009.
23. P. Phillips, 1. R. Beveridge, B. Draper, G. Givens, A. O'Toole, D. Bolme, J. Dunlop, Y. Lui, H. Sahibzada, and S. Weimer. An Introduction to the Good, the Bad, & the Ugly Face Recognition Challenge Problem. In IEEE AFGR, March 2011.
24. K. Ricanek and T. Tesafaye. MORPH: A Longitudinal Image Database of Normal Adult Age-Progression. In IEEE AFGR, April 2006.
25. K. Ricanek, Y. Wang, C. Chen, and S. Simmons. Generalized Multi-Ethnic Age Estimation. In IEEE BTAS, 2009.
26. W. Scheirer, A. Rocha, R. Micheals, and T. Boult. Robust Fusion: Extreme V alue Theory for Recognition Score Normalization. In ECCV, pages 481-495, 2010.
27. G. Shakhnarovich, P. Viola, and B. Moghaddam. A Unified Learning Framework for Real Time Face Detection and Classification,. In IEEE AFGR, 2002.
28. B. Siddiquie, R. Feris, and L. Davis. Image Ranking and Retrieval Based on Multi-Attribute Queries. In IEEE CVPR, June 2011.
29. S. S. T.K. Ho, J.J. Hull. Decision Combination in Multiple Classifier Systems. IEEE TPAMI, 16(1):66-75, 1994.
30. C. Twardy and K. Korb. Measuring Causal Interaction in Bayesian Networks. In Proc. of Neural Infonnation Processing Systems, December 2002.
31. P. Verlinde, P. Druyts, G. Cholet, and M. Acheroy. Applying Bayes Based Classifiers for Decision Fusion in a Multimodal Identity Verification System. In Inti. Symposium. on Pattern Recognition, 1999.
32. E. Wright, S. Mahoney, K. Laskey, M. Takikawa, and T. Levitt. Multi-entity Bayesian Networks for Situation Assessment. In Proc. of the 5th Inti. Con! on Infonnation F usion, November 2002.
33. L. Xu, A. Krzyzak, and C. Suen. Methods for Combining Multiple Classifiers and their Applications to Handwriting Recognition. IEEE TSMC, 22(3):418-435,1992.