Evaluation of multi-modal biometrics using appearance, shape and temperature

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 5404, Issue , 2004, Pages 1-11

  Chang, Kyong ^a   Bowyer, Kevin ^a   Flynn, Patrick ^a   Chen, Xin ^a  

^a University of Notre Dame   (United States)

Author keywords

Biometrics; Decision fusion; Face recognition; Multi biometrics

Indexed keywords

BIOMETRICS; DECISION FUSION; IMAGING MODALITIES; MULTI-BIOMETRICS;

ALGORITHMS; FACE RECOGNITION; IMAGING TECHNIQUES; INFRARED RADIATION; PATTERN RECOGNITION; THREE DIMENSIONAL; TUNING;

BIOMECHANICS;

EID: 8844240829     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.542198     Document Type: Conference Paper

References (39)

1. W. Zhao, R. Chellappa, and A. Rosenfeld, "Face recognition: a literature survey," ACM Computing Surveys 35, pp. 399-458, December 2003.
2. K. Chang, K. Bowyer, and P. Flynn, "Face recognition using 2D and 3D facial data," ACM Workshop on Multimodal User Authentication , pp. 25-32, December 2003.
3. X. Chen, P. Flynn, and K. Bowyer, "Visible-light and infrared face recognition," ACM Workshop on Multimodal User Authentication , pp. 48-55, December 2003.
4. J. Wilder, J. Phillips, C. Jiang, and S. Wiener, "Comparison of visible and infrared imagery for face recognition," in 2nd International Conference on Automatic Face and Gesture Recognition, pp. 182-187, 1996.
5. D. Socolinsky, L. Wolff, J. Neuheisel, and C. Eveland, "Illumination invariant face recognition using thermal infrared imagery," in Computer Vision and Pattern Recognition, 1, pp. 527-534, 2001.
6. K. Chang, K. Bowyer, and P. Flynn, "Multi-biometrics using facial appearance, shape and temperature," Proceedings of the 6th IEEE International Conference on Face and Gesture Recognition , 2004.
7. J. Phillips, P. Grother, R. Micheals, D. Blackburn, E. Tabassi, and M. Bone, "Facial recognition vendor test 2002: Evaluation report," available at http://www.frvt2002.org/FRVT2002/documents.htm.
8. J. Min, P. Flynn, and K. Bowyer, "Using multiple gallery and probe images per person to improve performance of face recognition," Tech. Rep. TR-03-7, University of Notre Dame, 2003.
9. K. Chang, K. Bowyer, and P. Flynn, "Multiple biometrics in face recognition," Tech. Rep. TR-04-2, University of Notre Dame, 2004.
10. A. Bronstein, M. Bronstein, and R. Kimmel, "Expression-invariant 3D face recognition," 4th International Conference Audio and Video based Biometric Person Authetication , pp. 62-70, 2003.
11. K. Chang, K. Bowyer, V. Barnabas, and S. Sarkar, "Comparison and combination of ear and face images in appearance-based biometrics," IEEE Transactions on Pattern Analysis and Machine Intelligence 25, pp. 1160-1165, 2003.
12. K. Iwano, T. Hirose, E. Kamibayashi, and S. Furui, "Audio-visual person authentication using speech and ear images," ACM Workshop on Multimodal User Authentication , pp. 85-90, December 2003.
13. C. Sanderson, S. Bengio, H. Bourlard, J. M. R. Collobert, M. BenZeghiba, F. Cardinaux, and S. Marcel, "Speech and face based biometric authentication," International Conference on Multimedia and Expo , 2003.
14. F. Tsalakanidou, D. Tzovaras, and M. Strintzis, "Use of depth and colour eigenfaces for face recognition," Pattern Recognition Letters , pp. 1427-1435, 2003.
15. Y. Wang, T. Tan, and A. K. Jain, "Combining face and iris biometrics for identity verification," 4th International Conference Audio and Video based Person Authentication - Guildford, UK , 2003.
16. N. Poh, S. Bengio, and J. Korczak, "A multi-sample multi-source model for biometric authentication," IEEE International Workshop on Neural Networks for Signal Processing , pp. 375-384, 2002.
17. G. Shakhnarovich and T. Darrell, "On Probabilistic Combination of Face and Gait Cues for Identification," Int'l Conf. on Automatic Face and Gesture Recognition , pp. 169-174, 2002.
18. Y. Wang, C. Chua, and Y. Ho, "Facial feature detection and face recognition from 2D and 3D images," Pattern Recognition Letters 23, pp. 1191-1202, 2002.
19. A. Ross and A. Jain, "Information fusion in biometrics," Audio and Video based Person Authentication , pp. 354-359, 2001.
20. C. Beumier and M. Acheroy, "Automatic face verification from 3D and grey level clues," 11th Portuguese Conference on Pattern Recognition , pp. 95-101, 2000.
21. R. Frischholz and U. Dieckmann, "BioID: A multimodal biometric identification system," IEEE Computer 33, pp. 64-68, Feb. 2000.
22. P. Verlinde and G. Chollet, "Comparing decision fusion paradigms using K-NN based classifiers," Second International Conference on Audio- and Videobased Biometric Person Authentication , pp. 188-193, March 1999.
23. L. Hong and A. Jain, "Integrating faces and fingerprints for personal identification," IEEE Transactions on Pattern Analysis and Machine Intelligence 20(12), pp. 1295-1307, 1998.
24. J. Kittler, M. Hatef, R. Duin, and J. Matas, "On combining classifiers," IEEE Transactions on Pattern Analysis and Machine Intelligence 20(3), pp. 226-239, 1998.
25. B. Achermann and H. Bunke, "Combination of face classifiers for person identification," Int'l Conf. on Pattern Recognition , pp. 416-420, 1996.
26. J. Bigun, B. Due, F. Smeraldi, , S. Fischer, and A. Makarov, "Multi-modal person authentication," Proc. Face Recognition: From Theory to Applications, Nato Advanced Study Institute Programme , pp. 26-50, 1997.
27. S.Palanivel, B. Yegnanarayana, C. Xie, and B. Kumar, "Towards still to video based face recognition," ACM Workshop on Multimodal User Authentication , pp. 41-47, December 2003.
28. Z. Biuk and S. Loncaric, "Face recognition from multi-pose image sequence," Proceedings of 2nd Int'l Symposium on Image and Signal Processing and Analysis , pp. 319-324, 2001.
29. J. Kittler, G. Matas, K. Jonsson, and M. Sanchez, "Combining evidence in personal identity verification systems," Pattern Recognition Letters 18(9), pp. 845-852, 1997.
30. X. Lu, Y. Wang, and A. Jain, "Combining classifiers for face recognition," IEEE International Conference on Multimedia & Expo 3, pp. 13-16, July 2003.
31. G. Marcialis and F. Roli, "Fusion of LDA and PCA for face verification," Proceedings of the Workshop on Biometric Authentication. Copenhagen Denmark LNCS 2359, pp. 30-37, 2002.
32. S. Prabhakar and A. Jain, "Decision-level fusion in fingerprint verification," Pattern Recognition 35(4), pp. 861-874, 2002.
33. P. Verlinde, G. Matre, and E. Mayoraz, "Decision Fusion Using a Multi-linear Classifier," Proc. of the Int'l Conf. on Multisource- Multisensor Information Fusion 1, pp. 47-53, July 1998.
34. M. Turk and A. Pentland, "Eigenfaces for Recognition," Journal of Cognitive Neuroscience 3(1), pp. 71-86, 1991.
35. R. Beveridge, "Evaluation of face recognition algorithms." available at http://www.cs.colostate.edu/evalfacerec/index.html.
36. J. Phillips, H. Moon, S. Rizvi, and P. Rauss, "The FERET Evaluation Methodology for Face-Recognition Algorithms," IEEE Transactions on Pattern Analysis and Machine Intelligence 22, pp. 1090-1104, October 2000.
37. W. Yambor, B. Draper, and R. Beveridge, "Analyzing PCA-based face recognition algorithms: Eigenvector selection and distance measures," 2nd Workshop on Empirical Evaluation in Computer Vision, Dublin, Ireland , July 2000.
38. D. Hall, Mathematical Techniques in Multisensor Data Fusion, Artech House, Norwood, MA., 1992.
39. P. Flynn, K. Bowyer, and J. Phillips, "Assessment of time dependence in face recognition: an initial study," 4th International Conference Audio and Video based Biometric Person Authetication , pp. 44-51, 2003.