Heterogeneous face recognition using kernel prototype similarities

IEEE Transactions on Pattern Analysis and Machine Intelligence

Volumn 35, Issue 6, 2013, Pages 1410-1422

  Klare, Brendan F ^a   Jain, Anil K ^b,c  

^a NOBLIS   (United States)

^b Michigan State University   (United States)

^c Korea University   (South Korea)

Author keywords

Discriminant analysis; Forensic sketch; Heterogeneous face recognition; Infrared image; Local descriptors; Nonlinear similarity; Prototypes; Random subspaces; Thermal image

Indexed keywords

FORENSIC SKETCHES; LOCAL DESCRIPTORS; NONLINEAR SIMILARITY; PROTOTYPES; RANDOM SUBSPACES; THERMAL IMAGES;

DISCRIMINANT ANALYSIS; INFRARED DEVICES; INFRARED IMAGING; PHOTOGRAPHY; PROBES;

FACE RECOGNITION;

ARTICLE; BIOMETRY; COMPUTER ASSISTED DIAGNOSIS; FACE; HUMAN; IMAGE ENHANCEMENT; METHODOLOGY;

BIOMETRIC IDENTIFICATION; FACE; HUMANS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED;

EID: 84884996146     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2012.229     Document Type: Article

References (47)

1. S. Li, Encyclopedia of Biometrics. Springer, 2009.
2. P.J. Grother, G.W. Quinn, and P.J. Phillips, "MBE 2010: Report on the Evaluation of 2D Still-Image Face Recognition Algorithms," Nat'l Inst. of Standards and Technology, vol. 7709, 2010.
3. X. Tang and X. Wang, "Face Sketch Recognition," IEEE Trans. Circuits and Systems for Video Technology, vol. 14, no. 1, pp. 50-57, Jan. 2004.
4. Q. Liu, X. Tang, H. Jin, H. Lu, and S. Ma, "A Nonlinear Approach for Face Sketch Synthesis and Recognition," Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 1005-1010, 2005.
5. X. Wang and X. Tang, "Face Photo-Sketch Synthesis and Recognition," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 31, no. 11, pp. 1955-1967, Nov. 2009.
6. X. Gao, J. Zhong, J. Li, and C. Tian, "Face Sketch Synthesis Algorithm Based on E-HMM and Selective Ensemble," IEEE Trans. Circuits and Systems for Video Technology, vol. 18, no. 4, pp. 487-496, Apr. 2008.
7. W. Zhang, X. Wang, and X. Tang, "Lighting and Pose Robust Face Sketch Synthesis," Proc. European Conf. Computer Vision, 2010.
8. S. Liao, D. Yi, Z. Lei, R. Qin, and S. Li, "Heterogeneous Face Recognition from Local Structures of Normalized Appearance," Proc. Third Int'l Conf. Advances in Biometrics, 2009.
9. B. Klare, Z. Li, and A. Jain, "Matching Forensic Sketches to Mugshot Photos," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 33, no. 3, pp. 639-646, Mar. 2011.
10. B. Klare and A. Jain, "Heterogeneous Face Recognition: Matching NIR to Visible Light Images," Proc. Int'l Conf. Pattern Recognition, 2010.
11. H. Bhatt, S. Bharadwaj, R. Singh, and M. Vatsa, "On Matching Sketches with Digital Face Images," Proc. IEEE Conf. Biometrics: Theory, Applications, and Systems, pp. 1-7, 2010.
12. Z. Lei and S. Li, "Coupled Spectral Regression for Matching Heterogeneous Faces," Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 1123-1128, 2009.
13. T. Ojala, M. Pietikäinen, and T. Mäenpää, "Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 24, no. 7, pp. 971-987, July 2002. (Pubitemid 34835471)
14. D. Lowe, "Distinctive Image Features from Scale-Invariant Keypoints," Int'l J. Computer Vision, vol. 60, no. 2, pp. 91-110, 2004.
15. D. Yi, S. Liao, Z. Lei, J. Sang, and S. Li, "Partial Face Matching between Near Infrared and Visual Images in MBGC Portal Challenge," Proc. Third Int'l Conf. Advances in Biometrics, pp. 733-742, 2009.
16. W. Zhang, X. Wang, and X. Tang, "Coupled Information-Theoretic Encoding for Face Photo-Sketch Recognition," Proc. IEEE Conf. Computer Vision and Pattern Recognition, 2011.
17. J. Li, P. Hao, C. Zhang, and M. Dou, "Hallucinating Faces from Thermal Infrared Images," Proc. Int'l Conf. Image Processing, pp. 465-468, 2008.
18. D. Lin and X. Tang, "Inter-Modality Face Recognition," Proc. European Conf. Computer Vision, 2006.
19. M.-F. Balcan, A. Blum, and S. Vempala, "Kernels as Features: On Kernels, Margins, and Low-Dimensional Mappings," Machine Learning, vol. 65, pp. 79-94, 2006. (Pubitemid 44451194)
20. A. Quattoni, M. Collins, and T. Darrell, "Transfer Learning for Image Classification with Sparse Prototype Representations," Proc. IEEE Conf. Computer Vision and Pattern Recognition, 2008.
21. K.I. Kim, K. Jung, and H.J. Kim, "Face Recognition Using Kernel Principal Component Analysis," IEEE Signal Processing Letters, vol. 9, no. 2, pp. 40-42, Feb. 2002. (Pubitemid 34490978)
22. Q. Liu, H. Lu, and S. Ma, "Improving Kernel Fisher Discriminant Analysis for Face Recognition," IEEE Trans. Circuits and Systems for Video Technology, vol. 14, no. 1, pp. 42-49, Jan. 2004.
23. L. Juwei, K. Plataniotis, and A. Venetsanopoulos, "Face Recognition Using Kernel Direct Discriminant Analysis Algorithms," IEEE Trans. Neural Networks, vol. 14, no. 1, pp. 117-126, Jan. 2003.
24. A. Gyaourova and A. Ross, "Index Codes for Multibiometric Pattern Retrieval," IEEE Trans. Information Forensics and Security, vol. 7, no. 2, pp. 518-529, Apr. 2012.
25. B. Klare and A. Jain, "Sketch to Photo Matching: A Feature-Based Approach," Proc. SPIE Conf. Biometric Technology for Human Identification, 2010.
26. M. Riesenhuber and T. Poggio, "Hierarchical Models of Object Recognition in Cortex," Nature Neuroscience, vol. 2, no. 11, pp. 1019-1025, 1999. (Pubitemid 30599567)
27. B. Klare and A.K. Jain, "On a Taxonomy of Facial Features," Proc. IEEE Conf. Biometrics: Theory, Applications, and Systems, 2010.
28. FaceVACS Software Developer Kit, Cognitec Systems GmbH, http://www.cognitec-systems.de, 2012.
29. X. Tan and B. Triggs, "Enhanced Local Texture Feature Sets for Face Recognition under Difficult Lighting Conditions," IEEE Trans. Image Processing, vol. 19, no. 6, pp. 1635-1650, June 2010.
30. E. Meyers and L. Wolf, "Using Biologically Inspired Features for Face Processing," Int'l J. Computer Vision, vol. 76, no. 1, pp. 93-104, 2008. (Pubitemid 350234089)
31. T. Ahonen, A. Hadid, and M. Pietikainen, "Face Description with Local Binary Patterns: Application to Face Recognition," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 28, no. 12, pp. 2037-2041, Dec. 2006. (Pubitemid 46405714)
32. S. Li, R. Chu, S. Liao, and L. Zhang, "Illumination Invariant Face Recognition Using Near-Infrared Images," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 29, no. 4, pp. 627-639, Apr. 2007. (Pubitemid 46464403)
33. P. Belhumeur, J. Hespanda, and D. Kriegman, "Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 19, no. 7, pp. 711-720, July 1997. (Pubitemid 127762263)
34. X. Wang and X. Tang, "Dual-Space Linear Discriminant Analysis for Face Recognition," Proc. IEEE Conf. Computer Vision and Pattern Recognition, 2004.
35. C. Liu and H. Wechsler, "Gabor Feature Based Classification Using the Enhanced Fisher Linear Discriminant Model for Face Recognition," IEEE Trans. Image Processing, vol. 11, no. 4, pp. 467-476, Apr. 2002. (Pubitemid 34692396)
36. S. Raudys and A. Jain, "Small Sample Size Effects in Statistical Pattern Recognition: Recommendations for Practitioners," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 13, no. 3, pp. 252-264, Mar. 1991.
37. H.Y. Jie, H. Yu, and J. Yang, "A Direct LDA Algorithm for High-Dimensional Data-with Application to Face Recognition," Pattern Recognition, vol. 34, pp. 2067-2070, 2001.
38. J. Lu, K. Plataniotis, and A. Venetsanopoulos, "Regularization Studies of Linear Discriminant Analysis in Small Sample Size Scenarios with Application to Face Recognition," Pattern Recognition Letters, vol. 26, no. 2, pp. 181-191, 2005.
39. T.K. Ho, "The Random Subspace Method for Constructing Decision Forests," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 20, no. 8, pp. 832-844, Aug. 1998. (Pubitemid 128741345)
40. L. Breiman, "Bagging Predictors," Machine Learning, vol. 24, pp. 123-140, 1996.
41. T. Dietterich, "Ensemble Methods in Machine Learning," Multiple Classifier Systems, vol. 1857, pp. 1-15, 2000.
42. X. Wang and X. Tang, "Random Sampling for Subspace Face Recognition," Int'l J. Computer Vision, vol. 70, no. 1, pp. 91-104, 2006. (Pubitemid 43855869)
43. A. Martinez and R. Benavente, "The AR Face Database," Technical Report 24, CVC, 1998.
44. K. Messer, J. Matas, J. Kittler, and K. Jonsson, "XM2VTSDB: The Extended M2VTS Database," Proc. Audio and Video-Based Biometric Person Authentication, 1999.
45. L. Gibson, Forensic Art Essentials. Elsevier, 2008.
46. K. Taylor, Forensic Art and Illustration. CRC Press, 2001.
47. P. Phillips, H. Moon, P. Rauss, and S. Rizvi, "The FERET Evaluation Methodology for Face-Recognition Algorithms," Proc. IEEE Conf. Computer Vision and Pattern Recognition, 1997.