Face recognition using 2-D, 3-D, and infrared: Is multimodal better than multisample?

Proceedings of the IEEE

Volumn 94, Issue 11, 2006, Pages 2000-2011

  Bowyer, Kevin W ^a,b   Chang, Kyong I ^c   Flynn, Patrick J ^a,b   Chen, Xin ^b,d  

^a IEEE   (United States)

^b University of Notre Dame   (United States)

^c PHILIPS HEALTHCARE   (United States)

^d NOKIA RESEARCH CENTER   (United States)

Author keywords

Biometrics; Face recognition; Information fusion; Infrared; Multimodal; Three dimensional

Indexed keywords

ALGORITHMS; BIOMETRICS; INFORMATION FUSION; INFRARED IMAGING; THREE DIMENSIONAL;

MULTIMODAL; MULTIPLE INTENSITY IMAGES; PERFORMANCE IMPROVEMENT;

FACE RECOGNITION;

EID: 33947418895     PISSN: 00189219     EISSN: None     Source Type: Journal    
DOI: 10.1109/JPROC.2006.885134     Document Type: Article

References (38)

1. W. Zhao, R. Chellappa, A. Rosenfeld, and P. J. Phillips, "Face recognition: A literature survey," ACM Comput. Surv., vol. 35, pp. 399-458, Dec. 2003.
2. P. J. Phillips, P. Grother, R. Michaels, D. Blackburn, E. Tabassi, and M. Bone. (2003, Mar.). Facial Recognition Vendor Test 2002: Evaluation report. [Online]. Available: http://www.frvt2002.org/FRVT2002/documents.htm
3. K. Chang, K. W. Bowyer, and P. J. Flynn, "An evaluation of multi-modal 2D + 3D face biometrics," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 4, pp. 619-624, Apr. 2005.
4. K. W. Bowyer, K. Chang, and P. J. Flynn, "A survey of approaches and challenges in 3-D and multi-modal 3-D + 2-D face recognition," Comput. Vis. Image Understand., vol. 101, no. 1, pp. 1-15, Jan. 2006.
5. K. I. Chang, K. W. Bowyer, and P. J. Flynn, "Adaptive rigid multi-region selection for handling expression variation in 3-D face recognition," in Proc. IEEE Workshop Face Recognition Grand Challenge Experiments, 2005, vol. 3, p. 157.
6. X. Lu and A. K. Jain, "Deformation analysis for 3-D face matching," in Proc. 7th IEEE Workshop Applications of Computer Vision (WACV '05), pp. 99-104.
7. T. Maurer, D. Guigonis, I. Maslov, B. Pesenti, A. Tsaregorodtsev, D. West, and G. Medioni, "Performance of geometrix activeID 3-D face recognition engine on the FRGC data," in Proc. IEEE Workshop Face Recognition Grand Challenge Experiments, 2005, vol. 3, p. 154.
8. K. I. Chang, K. W. Bowyer, and P. J. Flynn, "Multiple nose region matching for recognition under varying facial expression," IEEE Trans. Pattern Anal. Mach. Intell., vol. 28, no. 10, pp. 1695-1700, Oct. 2006.
9. J. Wilder, P. J. Phillips, C. Jiang, and S. Wiener, "Comparison of visible and infrared imagery for face recognition," in Proc. 2nd Int. Conf. Automatic Face and Gesture Recognition, 1996, pp. 182-187.
10. K. W. Bowyer, K. Chang, and P. J. Flynn, "Infra-red and visible light face recognition," Comput. Vis. Image Understand., vol. 99, pp. 332-358, Sep. 2005.
11. D. Socolinsky, A. Selinger, and J. Neuheisel, "Face recognition with visible and thermal infrared imagery," Comput. Vis. Image Understand., vol. 91, pp. 72-114, 2003.
12. A. Selinger and D. Socolinsky, "Face recognition in the dark," in Proc. Workshop on Object Tracking and Classification Beyond the Visible Spectrum, 2004, pp. 129-134.
13. K. W. Bowyer, K. I. Chang, P. Yan, P. J. Flynn, E. Hansley, and S. Sarkar, "Multi-modal biometrics: An overview," presented at the 2nd Workshop on Multi-Modal User Authentication (MMUA 2006), Toulouse, France.
14. K. Chang, K. W. Bowyer, V. Barnabas, and S. Sarkar, "Comparison and combination of ear and face images in appearance-based biometrics," IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no. 9, pp. 1160-1165, Sep. 2003.
15. P. Grother. (2004, Feb.). Facial Recognition Vendor Test 2002: Supplemental report. [Online]. Available: http://www.frvt2002.org/FRVT2002/ documents.htm
16. B. Gokberk, A. A. Salah, and L. Akarun, "Rank-based decision fusion for 3-D shape-based face recognition," in Proc. Int. Conf. Audio- and Video-Based Biometric Person Authentication (AVBPA 2005), pp. 1019-1028.
17. C. Xu, Y. Wang, T. Tan, and L. Quan, "Automatic 3-D face recognition combining global geometric features with local shape variation information," in Proc. 6th Int. Cond. Automated Face and Gesture Recognition, 2004, pp. 308-313.
18. N. V. Chawla and K. W. Bowyer, "Random subspaces and subsampling for 2-D face recognition," in Proc. Conf. Computer Vision and Pattern Recognition (CVPR). 2005, pp. 11:582-11:589.
19. _, "Designing multiple classifier systems for face recognition," in Proc. Multiple Classifier Systems 2005, 2005, pp. 407-416.
20. 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. Conf. Computer Vision and Pattern Recognition (CVPR), 2005, pp. 1:947-1:954.
21. Department of Homeland Security, US VISIT Program. [Online]. Available: http://www.dhs.gov/us-it
22. A. Hutchinson, Remarks by Undersecretary Hutchinson on the Launch of US VISIT. [Online]. Available: http://www.dhs.gov/dhspublic/interapp/speech/ speech_0114.xml
23. M. Husken, M. Brauckmann, S. Gehlen, and C. von der Malsburg, "Strategies and benefits of fusion of 2-D and 3-D face recognition," in IEEE Workshop Face Recognition Grand Challenge Experiments, 2005, vol.3, p. 174.
24. T. Papatheodorou and D. Reuckert, "Evaluation of automatic 4-D face recognition using surface and texture registration," in Proc. 6th Int. Conf. Automated Face and Gesture Recognition, 2004, pp. 321-326.
25. R. Beveridge, Evaluation of Face Recognition algorithms. [Online]. Available: http://www.cs.colostate.edu/evalfacerec/index.html
26. Konica Minolta, Vivid 910. [Online]. Available: http://www.minoltausa.com
27. P. J. Phillips, H. Moon, S. Rizvi, and P. Rauss, "The FERET evaluation methodology for face-recognition algorithms," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 10, pp. 1090-1104, Oct. 2000.
28. M. Turk and A. Pentland, "Eigen-faces for recognition," J. Cognitive Neurosci., vol. 3, no. 1, pp. 71-86, 1991.
29. W. Yambor, B. Draper, and R. Beveridge, "Analyzing PCA-based face recognition algorithms: Eigen-vector selection and distance measures," presented at the 2nd Workshop on Empirical Evaluation in Computer Vision, Dublin, Ireland, 2000.
30. G. Givens, R. Beveridge, B. Draper, and D. Bolme, "A statistical assessment of subject factors in the PCA recognition of human faces," presented at the Workshop Statistical Analysis in Computer Vision (CVPR), Madison, WI, 2003.
31. Identix, Inc., FaceIt - Face Biometrics. [Online]. Available: http://www.identix.com
32. B. Achermann and H. Bunke, "Combination of face classifiers for person identification," in Proc. Int. Conf. Pattern Recognition, 1996, pp. 416-420.
33. J. Kittler, M. Hatef, R. Duin, and J. Matas, "On combining classifiers," IEEE Trans. Pattern Anaf. Wach. Intell., vol. 20, no. 3, pp. 226-239, Mar. 1998.
34. G. Shakhnarovich and T. Darrell, "On probabilistic combination of face and gait cues for identification," in Proc. Int. Conf. Automatic Face and Gesture Recognition, 2002, pp. 169-174.
35. N. Poh, S. Bengio, and J. Korczak, "A multi-sample multi-source model for biometric authentication," in Proc. IEEE Int. Workshop Neural Networks for Signal Processing, 2002, pp. 375-384.
36. P. J. Flynn, K. W. Bowyer, and P. J. Phillips, "Assessment of time dependence in face recognition: An initial study," in Proc. 4th Int. Conf. Audio and Video Based Biometric Person Authetication, 2003, pp. 44-51.
37. K. Chang, K. W. Bowyer, and P. J. Flynn, "Multi-biometrics using facial appearance, shape and temperature," in Proc. Int. Conf. Face and Gesture Recognition, 2004, pp. 43-48.
38. K. Chang, K. W. Bowyer, P. J. Flynn, and X. Chen, "Evaluation of multi-modal biometrics using appearance, shape, and temperature," in Proc. Biometric Technology for Human Identification, 2004, pp. 1-11.