Intelligent biometric information fusion using support vector machine

Studies in Fuzziness and Soft Computing

Volumn 210, Issue , 2007, Pages 325-349

  Singh, Richa ^a   Vatsa, Mayank ^a   Noore, Afzel ^a  

^a WEST VIRGINIA UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 60449119600     PISSN: 14349922     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-540-38233-1_12     Document Type: Article

References (46)

1. Kittler J., Hatef M., Duin R.P., Matas J.G. (1998) On combining classifiers. In: IEEE Transactions on Pattern Analysis and Machine Intelligence, 20(3):226-239
2. Ross A., Jain A.K. (2003) Information fusion in biometrics. In: Pattern Recognition Letters, 24(13):2115-2125
3. Jain A.K., Ross A. (2003) Learning user-specific parameters in a multibiometric system. In: Proceedings of the International Conference on Image Processing, 57-60
4. Jain A.K., Prabhakar S., Chen S. (1999) Combining multiple matchers for a high security fingerprint verification system. In: Pattern Recognition Letters, 20(11-13):1371-1379
5. Han J., Bhanu B. (2004) Statistical feature fusion for gait-based human recognition. In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2:842-847
6. Lu X., Wang Y., Jain A.K. (2003) Combining classifiers for face recognition. In: Proceedings of the IEEE International Conference on Multimedia and Expo, III:13-16
7. Kittler J., Matas G., Jonsson K., Sanchez M. (1997) Combining evidence in personal identity verification systems. In: Pattern Recognition Letters, 18(9):845-852
8. Tax D.M.J., Breukelen M.V., Duin R.P.W., Kittler J. (2000) Combining multiple classifiers by averaging or by multiplying? In: Pattern Recognition, 33(9):1475-1485
9. Ross A., Govindarajan R. (2005) Feature level fusion using hand and face biometrics. In: Proceedings of the SPIE Conference on Biometric Technology for Human Identification, II:196-204
10. Kumar A., Wong D.C.M., Shen H.C., Jain A.K. (2003) Personal verification using palmprint and hand geometry biometric. In: Proceedings of 4th International Conference on Audio and Video-based Biometric Person Authentication, 668-678
11. Singh S., Gyaourova G., Pavlidis I. (2004) Infrared and visible image fusion for face recognition. In: SPIE Defense and Security Symposium (Biometric Technology for Human Identification), 5404:585-596
12. Chang K., Bowyer K., Barnabas V., Sarkar S. (2003) Comparison and combination of ear and face images in appearance based biometrics. In: IEEE Transactions on Pattern Analysis and Machine Intelligence, 25(9):1160-1165
13. Ho T.K., Hull J.J., Srihari S.N. (1994) Decision combination in multiple classifier systems. In: IEEE Transaction On Pattern Analysis and Machine Intelligence, 16(1):66-75
14. Gutschoven B., Verlinde P. (2000) Multi-modal identity verification using support vector machines (SVM). In: Proceedings of the 3rd International Conference on Information fusion, 2:3-8
15. Chatzis V., Bors A.G., Pitas I. (1999) Multimodal decision-level fusion for person authentication. In: IEEE Transaction on Systems, Man and Cybernetics-Part A: Systems and Humans, 29(6):674-680
16. Ben-Yacoub S., Abdeljaoued Y., Mayoraz E. (1999) Fusion of face and speech data for person identity verification. In: IEEE Transaction on Neural Networks, 10(5):1065-1074
17. Bigun E., Bigun J., Duc B., Fischer S. (1997) Expert conciliation for multimodal person authentication systems using Bayesian Statistics. In: Proceedings of the First International Conference on Audio - Video based Personal Authentication, 291-300
18. Prabhakar S., Jain A.K. (2002) Decision-level fusion in fingerprint verification. In: Pattern Recognition, 35(4):861-874
19. Chang K.I., Bowyer K.W., Flynn P.J. (2003) Face recognition using 2D and 3D facial data. In: Proceedings Of Workshop on Multimodal User Authentication, 25-32
20. Ross A., Jain A.K., Reisman J. (2003) A hybrid fingerprint matcher. In: Pattern Recognition, 36(7):1661-1673
21. Brunelli R., Falavigna D. (1995) Person identification using multiple cues. In: IEEE Transactions on Pattern Analysis and Machine Intelligence, 12(10):955-966
22. Hong L., Jain A.K.(1998) Integrating faces and fingerprints for personal identification. In: IEEE Transactions on Pattern Analysis and Machine Intelligence, 20(12):1295-1307
23. Frischholz R.W., Dieckmann U. (2000) BioID: A multimodal biometric identification system. In: IEEE Computer, 33(2):64-68
24. Daugman J. Combining multiple biometrics. Cambridge University Webnote: http://www.cl.cam.ac.uk/users/jgd1000/
25. Geruso M. (2002) An analysis of the use of iris recognition systems in U.S. Travel Document Applications. In: Journal of Engineering and Public Policy 6 (http://www.wise-intern.org/journal02/MichaelGeruso.pdf)
26. Chibelushi C.C., Mason J.S., Deravi F. (1993) Integration of acoustic and visual speech for speaker recognition. In: EUROSPEECH, 157-160
27. Dieckmann U., Plankensteiner P., Wagner T. (1997) Sesam: A biometric person identification system using sensor fusion. In: Pattern Recognition Letters, 18(9):827-833
28. Singh R., Vatsa M., Noore A. (2005) Textural feature based face recognition for single training images. In: IEE Electronics Letters, 41(11):640-641
29. Bigun J., Buf J.M.Du. (1994) N-folded symmetries by complex moments in Gabor space and their applications to unsupervised texture segmentation. In: IEEE Transactions on Pattern Analysis and Machine Intelligence, 16(1):80-87
30. Singh R., Vatsa M., Noore A. (2005) Performance enhancement of 2D face recognition via mosaicing. In: Fourth IEEE Workshop on Automatic Identification Advanced Technologies, 63-68
31. Singh R., Vatsa M., Noore A. (2005) Recognition of Faces with Variations in Disguise. Presented at: Summer School on Biometric Authentication: Multimodality and System Integration
32. Singh R. (2005) Unconstrained Face Recognition for Law Enforcement Applications. Master's Thesis, West Virginia University
33. Vapnik V.N. 1995 The nature of statistical learning Theory. Springer, NY
34. Ayat N.E., Cheriet M., Suen C.Y. (2002) Optimization of the SVM kernels using an empirical error minimization scheme. In: Lecture Notes in Computer Science, 2388:354-269
35. Scholkopf B., Smola A.J., Williams R., Bartlett P. (2000) New support vector algorithms. In: Neural Computation, 12:1083-1121
36. Chen P.-H., Lin C.-J., Schölkopf B. (2005) A tutorial on nu-support vector machines. In: Applied Stochastic Models in Business and Industry, 21:111-136
37. Chew H.G., Lim C.C., R.E. Bogner. (2004) An implementation of training dualnu support vector machines. In: Qi, Teo, and Yang, editors, Optimization and Control with Applications, Kluwer
38. Davenport M.A. (2005) The 2v-SVM: A cost sensitive extension of the v-SVM. Technical report TREE 0504, Department of ECE, Rice University
39. Jain A.K., Nandakumar K., Ross A. (2005) Score normalization in multimodal biometric systems. In: Pattern Recognition, 38(12):2270-2285
40. Fierrez-Aguilar J., Ortega-Garcia J., Gonzalez-Rodriguez J., Bigun J. (2004) Kernel-based multimodal biometric verification using quality signals. In: Proceedings of SPIE Biometric Technology for Human Identification, 5404:544-554
41. Duc B., Maitre G., Fischer S., Bigun J. (1997) Person authentication by fusing face and speech information. In: Proceedings of the First International Conference on Audio- and Video-based Biometric Person authentication, Lecture Notes in Computer Science, 311-318
42. Verlinde P., Chollet G., Acheroy M. (2000) Multi-modal identity verification using expert fusion. In: Information Fusion Elsevier, 1(1):17-33
43. Philips P.J., Moon H., Rizvi S.A., Rauss P.J. (2000) The FERET evaluation methodology for face recognition algorithms. In: IEEE Transaction on Patterns Analysis and Machine Intelligence, 22(10):1090-1104
44. http://www.equinoxsensors.com/products/HID.html
45. Chiunhsiun L., Kuo-Chin F. (2000) Human face detection using geometric triangle relationship. In: Proceedings of the International Conference on the Pattern Recognition, 2:941-944
46. Belhumeur P.N., Hespanha J.P., Kriegman D.J. (1997) Eigenfaces vs. Fisher-faces: Recognition using class specific linear projection. In: IEEE Transactions on Pattern Analysis and Machine Intelligence, 19(7):711-720