Toward a human-like approach to face recognition

IEEE Conference on Biometrics: Theory, Applications and Systems, BTAS'07

Volumn , Issue , 2007, Pages

  Kamgar Parsi, Behrooz ^a   Lawson, Edgar ^a,b   Baker, Patrick ^a  

^a NAVAL RESEARCH LABORATORY   (United States)

^b GEORGE MASON UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BIOMETRICS; CLASSIFICATION (OF INFORMATION); CLASSIFIERS; IMAGE ENHANCEMENT; LABELING; LEARNING SYSTEMS; NEURAL NETWORKS;

ARTIFICIAL NEURAL NETWORK (ANNS); FACE RECOGNITION SYSTEM (FRS); FACE SPACE; FALSE ACCEPT RATE (FAR); FALSE REJECT RATE (FRR); HIGH DIMENSIONALITY; INTERNATIONAL CONFERENCES; MORPHING; NEW DEVELOPMENTS; ORDERS-OF-MAGNITUDE; SIMILARITY MEASURING;

FACE RECOGNITION;

EID: 48649103900     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/BTAS.2007.4401952     Document Type: Conference Paper

References (41)

1. Belhumeur, P.N., Hespanha, J., and Kriegman, D., "Eigenfaces vs. fisherfaces: Recognition using class specific linear projection," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 19, no. 7, pp. 711-720, 1997.
2. Bowyer, K., Chang, K., and Flynn, P., "A survey of approaches and challenges in 3D and multi-modal 3D+2D face recognition," Computer Vision and Image Understanding, vol. 101, no. 1, pp. 1-15, 2006
3. Buddharaju, P., Pavlidis, I.T., Tsiamyrtzis, P., and Bazakos, M., "Physiology-based face recognition in the thermal Infrared spectrum," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 29, no. 4, pp. 613-626, 2007.
4. K. Chang, K. Bowyer, and P. Flynn, "An evaluation of multi-modal 2D+3D face biometrics," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 27, no. 4, pp. 619-624, 2005.
5. R. Chellappa and C. L. Wilson and S. Sirohey, "Human and Machine Recognition of Faces: A Survey", Proceedings of the IEEE, vol. 83, no. 5, pp. 705-741, 1995.
6. Chen, X., Flynn, P., and Bowyer, K., "IR and visible light face recognition," Computer Vision and Image Understanding, vol. 99, no. 3, pp. 332-358, Sept. 2005.
7. K. Etemad, R. Chellappa, "Discriminative Analysis for Recognition of HUman Face Image," Journal of Optical Society of America A, vol. 14, no. 8, pp. 1724-1733, 1997.
8. Georghiades A. S., Belhumeur, P. N., and Kriegman, D. J., "From Few to Many: Illumination Cone Models for Face Recognition under Variable Lighting and Pose," IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 23, no. 6, pp. 643-660, 2001.
9. Hjelmas, E., Wroldsen, J., "Recognizing faces from the eyes only," Proc. Scandinavian Image Analysis Conference, 1997.
10. Husken, M., Brauckmann, M., Gehlen, S., and von der Marsburg, C., "Strategies and benefits of fusion of 2D and 3D face recognition," Proc. IEEE Workshop Face recognition grand challenge Experiments, pp. 174-181, June 2005.
11. Kakadiaris, I., Passalis, G., Theoharis, T., Toderici, G., Konstantinidis, I., and Muruza, N., "Multi-modal face recognition: combination of geometry with physiological information," Proc. IEEE Computer Vision and Pattern Recognition, pp. 1022-1029, June 2005.
12. Kamgar-Parsi B. and Kamgar-Parsi, B., "Rejection with multilayer neural networks: automatic generation of the training set," in Proc. World Congress on Neural Networks, Vol. 2, pp. 174-177, 1995.
13. Kamgar-Parsi, Behrooz and Kamgar-Parsi, Behzad, Jain A. K., and Dayhoff, J. E., "Aircraft detection: a case study in using human similarity measure," IEEE Trans. Pattern Analysis and Machine Intelligence, Vol. 23, No. 12, pp. 1404-1414, 2001.
14. Kamgar-Parsi, Behrooz, Kamgar-Parsi, Behzad, and Jain, A. K., "Synthetic Eyes," Proc. of 4th International Conference on Audio- and Video-Based Biometric Person Authentication, pp. 412-420, Guilford, UK., 2003.
15. Behrooz Kamgar-Parsi, S. Krawczyk, E. Lawson, R. Stanchak, Behzad Kamgar-Parsi, "Toward a human-like similarity measure for face recognition", Proc. Biometric Consortium 2006 Conference, Baltimore, MD, Sept. 2006.
16. S. Karungaru and M. Fukumi and N. Akamstu, "Morphing Face Images using Automatically Specified Features", IEEE International Midwest Symposium on Circuits and Systems, pp. 741-744, 2003.
17. Kong, S.G., Heo, J., Abidi, B.R., Paik, J., and Abidi, M.A., "Recent advances in visual and infrared face recognition-A review," Computer Vision and Image Understanding vol. 97, no. 1, pp. 103-135, 2005.
18. Kotropoulos, C., Tefas A., and Pitas, I., "Frontal face authentication using morphological elastic graph matching," IEEE Trans. Image Processing, vol. 9, pp. 555-560, 2000.
19. Li, S.Z., Chu, R., Liao, S., and Zhang, L., "Illumination invariant face recognition using near-infrared images," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 29, no. 4, pp. 627-639, 2007.
20. O'Toole, A.J., Phillips, P.J., Jiang, F., Ayyad, J., Penard, N., and Abdi, H., "Face recognition algorithms surpass humans matching faces in images that vary in illumination [abstract]," Journal of Vision, vol. 6, no. 6, page lla, 2006.
21. G. Pike G., Kemp R., and N. Brace, "The Psychology of Human Face Recognition," in IEEE Colloquium on Visual Biometrics, pp. 11/1-11/6??, 2000.
22. Phillips, P. J., Moon, H., Rauss, P. J., and S. Rizvi, "The FERET Evaluation Methodology for Face Recognition Algorithms," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 22, no. 10, 2000.
23. Lee, Kuang-Chil, Ho, J., and Kriegman, D. J., "Nine points of light: acquiring subspaces for face recognition under variable lighting," Proc. IEEE Computer Society Conference on Computer Vision and Pattern Recognition, pp. 519-526, Dec. 2001.
24. Lienhart, R., and Jochen Maydt, J., "An Extended Set of Haar-like Features for Rapid Object Detection," Proc IEEE ICIP, vol. 1, pp. 900-903, September, 2002.
25. X. Lu and A. Jain, "Deformation modeling for robust 3D face matching," Proc. IEEE Computer Vision and Pattern Recognition, pp. 1377-1383, June 2006.
26. Penev, P.S., and Atick, J.J., "Local feature analysis: A general statistical theory for object representation," Network: Computation in Neural Systems, vol. 7, pp. 477-500, 1996.
27. Phillips, P., Flynn, P., Scruggs, T., Bowyer, K., Chang, J., Hoffman, K., Marques, J., Min, J., and Worrek, K., "Overview of the face recognition grand challenge," Proc. IEEE Computer Vision and Pattern Recognition, pp. 947-954, June 2005.
28. Russ, T., Boehnen, C., and Peters, T., "3D face recognition using 3D alignment for PCA," Proc. IEEE Computer Vision and Pattern Recognition, pp. 1391-1398, June 2006.
29. Wang Shou-Jue and Chen Xu, "Biomimetric (Topological) Pattern Recognition - a New Model of Pattern Recognition Theory and its Application," Proc. of the International Joint Conference on Neural Networks, vol. 3, pp. 2258-2262, 2003.
30. Sim, T. and Kanade, T., "Combining models and Exemplars for Face Recognition: An Illuminating Example," Proc. CVPR 2001 Workshop on Models versus Exemplars in Computer Vision, Dec. 2001.
31. T. Sim and S. Baker and M. Bsat, "The CMU Pose, Illumination, and Expression (PIE) Database," Proceedings of the 5th International Conference on Automatic Face and Gesture Recognition, 2002.
32. Turk, M., and Pentland, A., "Eigenfaces for recognition," Journal of Cognitive Neuroscience, vol. 3, no. 1, pp. 71-86, 1991.
33. W. R. Uttal and T. Baruch and L. Allen, "The Effect of Combinations of Image Degradations in a Discrimination Task," Perception & Psychophysics, vol. 57, no. 5, pp. 668-681, 1995.
34. Viola, P. and Jones, M. J., "Rapid Object Detection using a Boosted Cascade of Simple Features," IEEE Proc. on Computer Vision and Pattern Recognition (CVPR), 2001.
35. Haitao Wang, Stan Z. Li, Yangsheng Wang and Jianjun Zhang, "Self Quotient Image for Face Recognition," International Conference on Image Processing, vol. 2, pp. 1397-1400, 2004.
36. Wechsler, H., "Reliable Face Recognition Methods: System Design, Implementation and Evaluation," Springer-Verlag, New York, 2006.
37. Wiskott, L., Fellous J.M., Kruger, N., and von der Malsburg, C., "Face Recognition by Elastic Bunch Graph Matching," IEEE Trans. Pattern Analysis and Machine Intelligence, vol 19, pp. 775-779, 1997.
38. Jian Yang and David Zhang and Alejandro F. Frangi and Jing-yu Yang, "Two-Dimensional PCA: A New Approach to Appearance-Based Face Representation and Recognition," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 26, no. 1, pp. 13 1-137, 2004.
39. Zhang, J., Yan, Y, and Lades, M., "Face recognition: Eigenfaces, elastic matching, and neural nets," Proc. IEEE, vol. 85, pp. 1422-1435, 1997.
40. Zhao, W. Chellappa, R., Phillips, P., and Rosenfeld, A., "Face recognition: a literature survey," ACM Computing Surveys, vol. 35, no. 4, pp. 399-458, 2003.
41. Zou, A., Kittler, J., and Messer, K., "Face recognition using active near-IR illumination," Proc. 2005 British Machine Vision Conf., Sept. 2005.