Facial recognition using multisensor images based on localized kernel eigen spaces

IEEE Transactions on Image Processing

Volumn 18, Issue 6, 2009, Pages 1314-1325

  Gundimada, Satyanadh ^a   Asari, Vijayan K ^b  

^a Symetix   (United States)

^b Old Dominion University   (United States)

Author keywords

Feature extraction; Image fusion; Kernel methods; Phase congruency

Indexed keywords

CONVENTIONAL TECHNIQUES; DECISION LEVEL FUSION; EIGENSPACES; FACE RECOGNITION TECHNIQUE; FACIAL RECOGNITION; FACIAL RECOGNITION SYSTEMS; FEATURE MAP; FEATURE SELECTION; HIGHER-DIMENSIONAL; ILLUMINATION VARIATION; KERNEL METHODS; MULTI SENSOR IMAGES; NONLINEAR FEATURES; PARTIAL OCCLUSIONS; PHASE CONGRUENCY; RECOGNITION ACCURACY; SUB-REGIONS; TEMPERATURE CHANGES; THERMAL IMAGES; TRAINING SAMPLE;

FEATURE EXTRACTION; IMAGE ENHANCEMENT; IMAGE FUSION;

FACE RECOGNITION;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; FACE; HUMAN; IMAGE PROCESSING; METHODOLOGY; PHOTOGRAPHY; PRINCIPAL COMPONENT ANALYSIS; ROC CURVE; THERMOGRAPHY;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; FACE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; PATTERN RECOGNITION, AUTOMATED; PHOTOGRAPHY; PRINCIPAL COMPONENT ANALYSIS; ROC CURVE; THERMOGRAPHY;

EID: 67349165842     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2009.2016713     Document Type: Article

References (30)

1. W. Zhao, R. Chellappa, and A. Rosenfeld, "Face recognition: A literature survey," ACM Comput. Surv., vol. 35, pp. 399-458, 2003.
2. P. N. Belhumeur, J. P. Hespanha, and D. J. Kriegman, "Eigenfaces vs. Fisherfaces: Recognition using class specific linear projection," IEEE Trans. Pattern Anal. Mach. Intell., vol. 19, pp. 711-720, 1997.
3. M. Turk and A. Pentland, "Eigenfaces for recognition," J. Cogn. Neurosci., vol. 3, no. 1, pp. 71-86, 1991.
4. A. Pentland, B. Moghaddam, and T. Starner, "View-based and modular eigenspaces for face recognition," in Proc. IEEE Conf. Computer Vision and Pattern Recognition, 1994, pp. 84-91.
5. J. Huang, P. C. Yuen, W. S. Chen, and J. H. Lai, "Kernel subspace LDA with optimized Kernel parameters on face recognition," in Proc. IEEE Int. Conf. Automatic Face and Gesture Recognition, 2004, pp. 327-332.
6. M. H. Yang, N. Ahuja, and D. Kriegman, "Face recognition using kernel eigenfaces," Adv. NIPS, vol. 14, pp. 215-220, 2002.
7. M. H.Yang, "Kernel eigenfaces vs. kernel fisherfaces: Face recognition using kernel methods," presented at the IEEE Conf. Automatic Face and Gesture Recognition, 2002.
8. J. Yang, Z. Jin, J. Y. Yang, D. Zhang, and A. F. Frangi, "Essence of kernel fisher discriminant: KPCA plus LDA," Pattern Recognit., vol. 10, pp. 2097-2100, 2004.
9. D. A. Socolinsky and A. Selinger, "Thermal face recognition in an operational scenario," in Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), Washington, DC, 2004, pp. 1012-1019.
10. X. Chen, P. J. Flynn, and K. W. Bowyer, "IR and visible light face recognition," Comput. Vis. Image Understand., vol. 99, pp. 332-358, 2005.
11. S. Singh, A. Gyaourova, G. Bebis, and I. Pavlidis, "Infrared and visible image fusion for face recognition," in Proc. SPIE Biometric Technology for Human Identification, 2004, vol. 5404, pp. 585-596.
12. M. Zhou and H. Wei, "Face verification using Gabor wavelets and adaboost," in Proc. 18th Int. Conf. Pattern Recognition, 2006, vol. 1, pp. 404-407.
13. L. L. Shen and L. Bai, "Gabor feature based face recognition using kernal methods," presented at the IEEE 6th Int. Conf. Automatic Face and Gesture Recognition, 2004.
14. R. Gottumukkal and K. V. Asari, "An improved face recognition technique based on modular PCA approach," Pattern Recognit. Lett., vol. 25, pp. 429-436, 2004.
15. A. Martinez, "Recognition of partially occluded and/or imprecisely localized faces using a probabilistic approach," in Proc. IEEE Computer Soc. Conf. Computer Vision and Pattern Recognition, 2000, pp. 712-717.
16. Y. Zhang and A. M. Martinez, "Recognition of expression variant faces using weighted subspaces," presented at the Int. Conf. Pattern Recognition, 2004.
17. C. BenAbdelkader and P. Griffin, "A local region-based approach to gender classification from face images," in Proc. IEEE Computer Society Conf. Computer Vision and Pattern Recognition, 2005, vol. 3, pp. 52-57.
18. A. M. Martinez and R. Benavente, The AR Face Database, CVC Tech. Rep. #24, Jun. 1998.
19. [Online]. Available: http://www.equinoxsensors.com/products/HID.html
20. P. Kovesi, "Edges are not just steps," in Proc. Asian Conf. Computer Vision (ACCV), 2002, pp. 23-25.
21. A. V. Oppenheim and J. S. Lim, "The importance of phase in signals," Proc. IEEE, vol. 69, pp. 529-541, 1981.
22. M. C. Morrone and D. C. Burr, "Feature detection in human vision: A phase-dependent energy model," in Proc. Roy. Soc. London B, 1988, vol. 235, pp. 221-245.
23. M. Savvides, B. V. K. Vijayakumar, and P. K. Khosla, "Robust, shift-invariant biometric identification from partial face images," in Proc. SPIE, 2004, vol. 5404, pp. 124-135.
24. Aizenberg, N. Aizenberg, C. Butakov, and E. Farberov, "Image recognition on the neural network based on multi-valued neurons," in Proc. 15th Int. Conf. Pattern Recognition, Barcelona, Spain, Sep. 3-8, 2000, vol. 2, pp. 993-996.
25. I. Aizenberg, N. Aizenberg, and C. Butakoff, "Neural network based on multi-valued neurons: Application in image recognition, type of blur and blur parameters identification," in Bio-Inspired Applications of Connectionism, Lecture Notes in Computer Science, J. Mira and A. Prieto, Eds. New York: Springer, 2001, vol. 2085, pp. 254-261.
26. M. C. Morrone and R. A. Owens, "Feature detection from local energy," Pattern Recognit. Lett., vol. 6, pp. 303-313, 1987.
27. H. Li, B. S. Manjunath, and S. K. Mitra, "Multi sensor image fusion using wavelet transform," in Proc. IEEE Int. Conf. Image Processing 1994, vol. 11, pp. 51-55.
28. S. Gundimada and K. V. Asari, A Novel Feature Selection Strategy on Fused Thermal and Visible Cameras for Improved Face Recognition in the Presence of Extreme Lighting and Facial Variations, Face Biometrics for Personal Identification: Multi Sensory Multi-Modal Systems, Signals and Communication Technology Series. Berlin, Germany: Springer-Verlag, 2007, pp. 109-120.
29. S. Gundimada and K. V. Asari, "An adaptive weight assignment scheme in linear subspace approaches for face recognition, lecture notes in computer science," in Proc. 7th Asian Conf. Computer Vision, 2006, pp. 541-550.
30. P. Viola and M. J. Jones, "Robust real-time face detection," Int. J. Comput. Vis., vol. 57, no. 2, pp. 137-154, 2004.