Face based recognition algorithms: A first step toward a metrological characterization

IEEE Transactions on Instrumentation and Measurement

Volumn 62, Issue 5, 2013, Pages 1008-1016

  Betta, Giovanni ^a   Capriglione, Domenico ^a   Corvino, Mariella ^a   Liguori, Consolatina ^b   Paolillo, Alfredo ^b  

^a UNIVERSITY OF CASSINO AND SOUTHERN LAZIO   (Italy)

^b UNIVERSITY OF SALERNO   (Italy)

Author keywords

Curve fitting; decision support systems; face recognition; image classification; measurement uncertainty

Indexed keywords

FALSE NEGATIVES; MEASUREMENT UNCERTAINTY; METROLOGICAL CHARACTERIZATION; PERFORMANCE CHARACTERIZATION; RECOGNITION ALGORITHM; RECOGNITION SYSTEMS; RELIABILITY INDEX; SCIENTIFIC COMMUNITY;

ACCESS CONTROL; ARTIFICIAL INTELLIGENCE; CURVE FITTING; DECISION SUPPORT SYSTEMS; IMAGE CLASSIFICATION; UNCERTAINTY ANALYSIS;

FACE RECOGNITION;

EID: 84875978165     PISSN: 00189456     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIM.2013.2252856     Document Type: Article

References (31)

1. S. Z. Li and A. K. Jain, Eds. Handbook of Face Recognition. 2nd Edition, Berlin, Germany: Springer, 2011 (ISBN 978-0-85729-931-4).
2. P. J. Phillips, P. J. Flynn T. Scruggs, K. W. Bowyer, J. Chang, K. Hoffman, J. Marques, J. Min, and W. Worek, "Overview of the face recognition grand challenge," in Proc. IEEE Comput. Vision Pattern Recognit. Conf., Jun. 2005, pp. 947-954. (Pubitemid 43897294)
3. W. Zhao, R. Chellapa, P. J. Phillips, and A. Rosefeld, "Face recognition: A literature survey," J. ACM Comput. Survey, vol. 35, pp. 399-458, Dec. 2003.
4. M. Grudin, "On internal representations in face recognition," Pattern Recognit., vol. 39, no. 7, pp. 1161-1177, July. 2000.
5. M. Bilǧiner Gülmezoǧlu, V. Dzhafarov, A. Barkana, "The common vector approach and its relation to principal component analysis." IEEE Trans. Speech Audio Process., vol. 9, no. 6, 2001, pp. 655-662. (Pubitemid 32945712)
6. R. Gross, J. Shi, and J. Cohn, "Quo vadis face recognition," Rep. Robot. Inst., Carnegie Mellon Univ., 2001.
7. Y. He, L. Zhao, and C. Zou, "Face recognition using common faces method," Pattern Recognit., vol. 39, pp. 2218-2222, Nov. 2006. (Pubitemid 44175446)
8. B. A. Draper, K. Baek, M. S. Bartlett, and J. R. Beveridge, "Recognizing faces with PCA and ICA," Comput. Vision Image Understand., vol. 91, pp. 115-137, Jul. 2003.
9. S. A. Rizvi, P. J. Phillips, and H. Moon, "A verification protocol and statistical performance analysis for face-recognition algorithms," in Proc. IEEE Conf. Comput. Vision Pattern Recognit., Jun. 1998, pp. 833-838.
10. P. Wang, Q. Ji, and J. L. Wayman, "Modeling and predicting face recognition system performance based on analysis of similarity scores," IEEE Trans. Pattern Anal. Mach. Intell., vol. 9, no. 4, pp. 665-670, Apr. 2007. (Pubitemid 46464406)
11. "An investigation into the performance of facial recognition systems relative to their planned use in photo identification documents-BioP I," Public final report, Bundesamt für Sicherheit in der Informationstechnik, Bonn, Germany, Version 1.1, Apr. 7, 2004.
12. P. J. Phillips, J. R. Beveridge, B. A. Draper, G. H. Givens, A. J. O'Toole, D. S. Bolme, J. P. Dunlop, Y. M. Lui, H. Sahibzada, and S. Weimer, "The good, the bad, and the ugly face challenge problem," Image Vision Comput., vol. 30, no. 3, pp. 177-185, 2012.
13. J. R. Beveridge, P. J. Phillips, G. H. Givens, B. A. Draper, M. N. Teli, and D. S. Bolme, "When high-quality face images match poorly," in Proc. FG, 2011, pp. 572-578.
14. J. R. Beveridge, G. H. Givens, P. J. Phillips, B. A. Draper, D. S. Bolme, and Y. M. Lui, "FRVT 2006: Quo vadis face quality," Image Vision Comput., vol. 28, no. 5, pp. 732-743, 2010.
15. G. Betta, C. Liguori, and A. Pietrosanto, "A structured approach to estimate the measurement uncertainty in digital signal elaboration algorithms," in Proc. IEEE Sci. Meas. Technol., vol. 146, no. 1. 1999, pp. 21-26.
16. C. Liguori, A. Paolillo, and A. Pietrosanto, "A parametric model for the uncertainty of digital images," in Proc. IMEKO Congr., 2003, pp. 167-172.
17. G. Betta, D. Capriglione, F. Crenna, G. B. Rossi, M. Gasparetto, E. Zappa, C. Liguori, and A. Paolillo, "Face-based recognition tech niques: Proposals for the metrological characterization of global and feature based approachs," Meas. Sci. Technol., vol. 22, p. 10, Nov. 2011.
18. Evaluation of Measurement Data-Guide to the Expression of Uncertainty in Measurement, JCGM 100, 2008.
19. International Vocabulary of Metrology-Basic and General Concepts and Associated Terms (VIM), JCGM 200, 2008.
20. G. Betta, D. Capriglione, C. Liguori, and A. Paolillo, "Uncertainty evaluation in face recognition algorithms," in Proc. IEEE Instrum. Meas. Technol. Conf., Binjiang, China, May 2011.
21. G. Betta, D. Capriglione, M. Corvino, C. Liguori, and A. Paolillo, "Estimation of influence quantities in face recognition," in Proc. IEEE Instrum. Meas. Technol. Conf., Graz, Austria, May 2012.
22. E. Zappa, P. Mazzoleni, and Y. Hai, "Stereoscopy based 3D face recognition system," in Proc. Comput. Sci., vol. 1, no. 1. 2010, pp. 2529-2538.
23. G. Betta, D. Capriglione, A. Pietrosanto, and P. Sommella, "A statistical approach for improving the performance of a testing methodology for measurement software," IEEE Trans. Instrum. Meas., vol. 57, no. 6, pp. 1118-1126, Jun. 2008. (Pubitemid 351751815)
24. Face Database Pointing'04 [Online]. Avalilabe: http://www-prima. inrialpes.fr/Pointing04/data-face.html.
25. Face Database FacePix [Online]. Available: http://www.facepix.org.
26. J. Lu, K. Plataniotis, and A. Venetsanopoulos, "Face recognition using kernel direct discriminant analysis algorithms," IEEE Trans. Neural Netw., vol. 14, no. 1, Jan. 2003, pp. 117-126, 2003.
27. K. Etemad and R. Chellappa, "Discriminant analysis for recognition of human face images," J. Opt. Soc. Amer. A, vol. 14, pp. 1724-1733, Aug. 1997. (Pubitemid 127569239)
28. A. M. Martnez and A. C. Kak, "PCA versus LDA," IEEE Trans. Pattern Anal. Mach. Intell., vol. 23, pp. 228-233, Feb. 2001. (Pubitemid 32254716)
29. S. Zhao and Y. Gao, "Automated face pose estimation using elastic energy models," in Proc. 18th Int. Conf. Pattern Recognit., vol. 4. 2006, pp. 618-621. (Pubitemid 46553497)
30. B. Yegnanarayana, A. Kumar sao, B. V. K. Vijaya Kumar, and M. Savvides, "Determination of pose angle of face using dynamic space warping (DSW)," in Proc. Int. Conf. Inf. Technol. Coding Comput., vol. 1. 2004, pp. 661-664.
31. J. Lin, C. Zhang, and Q. Shi, "Estimating the amount of defocus through a wavelet transform approach," Pattern Recognit. Lett., vol. 25, no. 4, pp. 407-411, Mar. 2004. (Pubitemid 38187989)