Abstract
This paper presents a multimodal biometrie verification system based on the following hand features: palmprint, four digitprints and four fingerprints. The features are obtained using the Karhunen-Loève transform based approach, and information fusion at the matching-score level was applied. We experimented with different resolutions of the regions of interest, different numbers of features and several normalization and fusion techniques at the matching-score level. To increase the reliability of the system to spoof attacks we included an aliveness-detection module based on thermal images of the hand dor sa. The verification performance when using a system configuration with optimum parameters, i.e., resolution, number of features, normalization and fusion technique, showed an equal error rate (EER) of 0.0020%, which makes the system appropriate for the implementation of high-security biometric systems.
Résumé
Dans ce papier est présenté un système de vérification biométrique multimodal qui repose sur les éléments de la main suivants: empreinte palmaire, empreintes de quatre doigts et quatre empreintes digitales. Les caractéristiques sont obtenues grâce à une approche reposant sur la transformée de Karhunen-Loève et une fusion d’information au niveau des degrés de pertinence (ORES) est effectuée. Les expériences reflètent différentes résolutions des régions d’intérêt, un nombre différent de caractéristiques et plusieurs techniques de normalisation et de fusion au niveau des scores. Pour augmenter la résistance du système aux imitations nous avons inclus un module qui permet de détecter si la main est vivante en utilisant des images thermiques du dos de la main. Les performances en vérification lorsqu On utilise un système optimal en terme de résolution, nombre de caractéristiques extraites, techniques de normalisation et fusion présentent un taux d’égale erreur (EER) de 0.0020%, ce qui en fait un système approprié à l’implementation de systèmes biométriques de haute sécurité.
Similar content being viewed by others
References
Jain A.K., Ross A., Prabhakar S., An Introduction to Biometric Recognition, IEEE Transaction on Circuits and Systems for Video Technology, Special Issue on Image- and Video-Based Biometrics, 14, no 1, pp. 4–20, Jan. 2004.
Bolle R.M., Connell J.H., Pankati S., Ratha N.K., Senior A.W., Guide to Biometrics, Springer-Verlag, 2004.
Kolence K. W., Kiviat P. J., Software Unit Profiles and Kiviat Figures, Performance Evaluation Review, 2, no 3, pp. 2–12, June 1973.
Jain A. K., Bolle R., Pankati S., (eds.), Biometrics, Personal Identification in Networked Society, Kluwer Academic Publisher, Norwell, Massachusetts, 1999.
Zhang D., Shu W., Two Novel Characteristics in Palmprint Verification: Datum Point Invariance and Line Feature Matching, Pattern Recognition, 32, no 4, pp. 691–702, April 1999.
Han C.C., Cheng H.L., Lin C.L., Fan K.C., Personal Authentication Using Palm-print Features, Pattern Recognition, 36, no 2, pp. 371–381, Feb. 2003.
Kumar A., Wong D.C.M., Shen H., Jain A.K., Personal Verification Using Palmprint and Hand Geometry Biometric, Proceedings of AVBPA, Guildford, UK, pp. 668–675, June 2003.
Zhang D., Kong W.K., You J., Wong M., On-line Palmprint Identification, IEEE Transactions on Pattern Analysis and Machine Intelligence, 25, no 9, pp. 1041–1050, Sept. 2003.
You J., Li W., Zhang D., Hierarchical Palmprint Identification via Multiple Feature Extraction, Pattern Recognition, 35, no 12, pp. 847–859, Dec. 2002.
Li W., Zhang D., Xu Z., Palmprint Identification by Fourier Transform, Int. J. of Pattern Recognition & Artificial Intelligence, 16, no 4, pp. 417–432, June 2002.
Zhang L., Zhang D., Characterization of Palmprints by Wavelet Signatures via Directional Context Modeling, IEEE Transaction on Systems, Man and Cybernetics, Part ?: Cybernetics, 34, no 3, pp. 1335–1347, June 2004.
Lu G., Zhang D., Wang K., Palmprint Recognition Using Eigenpalms Features, Pattern Recognition Letters, 24, no 9–10, pp. 1463–1467, June 2003.
Wu X., Zhang D., Wang K., Fisherpalms Based Palmprint Recognition, Pattern Recognition Letters, 24, no 15, pp. 2829–2838, Nov. 2003.
Connie T., Teoh A., Goh M., Ngo D., Palmhashing: a Novel Approach for Cancelable Biometrics, Information Processing Letters, 93, no 1, pp. 1–5, Jan. 2005.
Pavesic N., Ribaric S., Ribaric D., Personal Authentication Using Hand-geometry and Palmprint Features — the State of the Art, Vielhauer C. et al. (Eds.): Biometrics: Challenges arising from theory to practice, Cambridge, pp. 17–26, Aug. 2004.
Maltoni D., Maio D., Jain A.K., Prabhakar S., Handbook of Fingerprint Recognition, Springer- Verlag, New York, 2003.
Ratha N.K., Karu K., Chen S., Jain A.K., A Real-Time Matching System for Large Fingerprint Databases, IEEE Transactions on Pattern Analysis and Machine Intelligence, 18, no 8, pp. 799–813, Aug. 1996.
Jain A.K., Hong L., Bolle R., On-line Fingerprint Verification, IEEE Transactions on Pattern Analysis and Machine Intelligence, 19, no 4, pp. 302–314, April 1997.
Jain A.K., Prabhakar S., Hong L., Pankanti S., Filterbank-based Fingerprint Matching, IEEE Transactions on Image Processing, 9, no 5, pp. 846–859, May 2000.
Willis A. J., Myers L., A Cost-Effective Fingerprint Recognition System for Use with Low-Quality Prints and Damaged Fingertips, Pattern Recognition, 34, no 2, pp. 255–270, Feb. 2001.
Jain A.K., Prabhakar S., Chen S., Combining Multiple Matchers for a High Security Fingerprint Verification System, Pattern Recognition Letters, 20, no 11–13, pp. 1371–1379, Nov. 1999.
Ross A., Jain A.K., Reisman J., A Hybrid Fingerprint Matcher, Pattern Recognition, 36, no 7, pp. 1661–1673, July 2003.
Tico M., Immonen E., Rämö P., Kuosmanen P., Saarinen J., Fingerprint Recognition Using Wavelet Features, Proceedings of the IEEE International Symposium on Systems and Circuits ISCAS 2001, Sydney, May 6–9, II, pp. 21–24, May 2001.
Lee C.J., Wang S.D., Fingerprint Feature Extraction Using Gabor Filters, Electronic Letters, 35, no 4, pp. 288–290, Feb. 1999.
Jin A.T.B., Ling D.N.C., Song O.T., An Efficient Fingerprint Verification System Using Integrated Wavelet and Fourier-Mellin Invariant Transform, Image and Vision Computing, 22, pp. 503–513, Jan. 2004.
Fbi, Fingerprint Identification: An Overview, 2000.
Hartman M., Compact Fingerprint Scanner Techniques, Proceedings of the Biometric Consortium Eight Meeting, San Jose, California, June 1996.
Ribaric S., Fratrić I., A Biometric Identification System Based on Eigenpalm and Eigenfinger Features, IEEE Transactions on Pattern Analysis and Machine Intelligence, 27, no 11, pp. 1698–1709, Nov. 2005.
Ribaric S., Fratrić I., An Online Biometrie Authentication System Based on Eigenfingers and Finger-geometry, Proc. 13th European Signal Processing Conference (CD), Antalya, Turkey, Sept. 2005.
Hong L., Jain A.K., Integrating Faces and Fingerprints for Personal Identification, IEEE Transactions on Pattern Analysis and Machine Intelligence, 20, no 12, pp. 1295–1307, Dec. 1998.
Jain A.K., Ross A., Multibiometric Systems, Communications of the ACM, Special Issue on Multimodal Interfaces, 47, no 1, pp. 34–40, Jan. 2004.
Ross A., Jain A.K., Information Fusion in Biometrics, Pattern Recognition Letters, 24, 13, pp. 2115–2125, Sept. 2003.
Kittler J., Hatef M., Duin R.P.W., Matas J., On Combining Classifiers, IEEE Transactions on Pattern Analysis and Machine Intelligence, 20, no 3, pp. 226–239, March 1998.
Kittler J., Alkoot F.M., Sum versus Vote Fusion in Multiple Classifier Systems, ieee Transactions on Pattern Analysis and Machine Intelligence, 25, no 1, pp. 110–115, Jan. 2003.
Shu W., Zhang D., Automated Personal Identification by Palmprint, Optical Engineering, 37, no 8, pp. 2359–2362, Aug. 1998.
Ribarić S., Ribarić D., Pavešić N., A Biometrie Identification System Based on the Fusion of Hand and Palm Features, Proceedings of the advent of biometrics on the Internet, Rome, Italy, pp. 79–82, Nov. 2002.
Ribaric S., Ribaric D., Paveić N., Multimodal Biometrie User-identification System for Network-based Applications, ieee Proceedings Vision, Image & Signal Processing, 150, no 6, pp. 409–416, Dec. 2003.
Kumar A., Wong D.C.M., Shen H.C., Jain A.K., Personal Verification Using Palmprint and Hand Geometry Biometrie, Proc. of 4th Int’l Conf. on Audio- and Video-Based Biometrie Person Authentication (AVBPA), Guildford, UK, pp. 668–678, June 2003.
Schuckers S., Hornak L., Norman T., Derakhshani R., Parthasaradhi S., Issues for Liveness Detection in Biometrics, http://www.biometrics.org/htm/bc2002_sept_program/2_bc0130_DerakhshabiBrief.pdf.
Schuckers S., Spoofing and Anti-Spoofing Measures, Information Security Technical Report, 7, no 4, pp 56–62, 2002.
Sandström M., Liveness Detection in Fingerprint Recognition Systems, M.Sc. Thesis lith-isy-ex-3557-2004, Institutionen för systemteknik, Linköping University, 2004.
Lin C.L., Fan K.C., Biometrie Verification Using Thermal Images of Palm-dorsa Vein Patterns, IEEE Transactions on Circuits and Systems for Video Technology, 14, no 2, pp. 199–213, Feb. 2004.
Crihalmeanu M.C., Adding Liveness Detection to the Hand Geometry Scanner, Master’s Thesis, West Virginia University, 2003.
Turk M., Pentland A., Eigenfaces for Recognition, Journal of Cognitive Neuroscience, 3, no 1, pp. 71–86, March 1991.
Murakami H., Kumar V., Efficient Calculation of Primary Images from a Set of Images, IEEE Transactions on Pattern Analysis and Machine Intelligence, 4, no 5, pp. 511–515, Sept. 1982.
Belhumeur P.N., Hespanha J.P., Kriegman D.J., Eigenfaces versus Fisherfaces: Recognition Using Class Specific Linear Projection, IEEE Transactions on Pattern Analysis and Machine Intelligence, 19, no 7, pp. 711–720, July 1987.
Snelick R., Uludag U., Mink A., Indovina M., Jain A.K., Large Scale Evaluation of Multimodal Biometric Authentication Using State-of-the-Art Systems, IEEE Transactions on Pattern Analysis and Machine Intelligence, 27, no 3, pp. 450–455, March 2005.
Jain A. K., Nandakumar K., Ross A., Score Normalization in Multimodal Biometric Systems, Pattern Recognition, 38, no 12, pp. 2270–2285, Dec. 2005.
Ron F., Kittler J. Eds., Multiple Classifier Systems, Lecture Notes in Computer Science, 2364, Springer-Verlag, 2002.
Jain R., Kasturi R., Schunck B.G., Machine Vision, McGraw-Hill Inc., 1995.
Haris K., Efstratiadis S.N., Maglaveras N., Katsaggelos A. K., Hybrid Image Segmentation Using Watersheds and Fast Region Merging, IEEE Transactions on Image Processing, 7, no 12, pp. 1684–1699, Dec. 1998.
Vincent L., Soille P., Watersheds in Digital Spaces: An Efficient Algorithm Based on Immersion Simulations, IEEE Transactions on Pattern Analysis and Machine Intelligence, 13, no 6, pp 583–598, June 1991.
Burges C.J.C., A Tutorial on Support Vector Machines for Pattern Recognition, Data Mining and Knowledge Discovery, pp. 121–167, June 1998.
Author information
Authors and Affiliations
Rights and permissions
About this article
Cite this article
Pavešić, N., Savič, T., Ribarić, S. et al. A multimodal hand-based verification system with an aliveness-detection module. Ann. Telecommun. 62, 130–155 (2007). https://doi.org/10.1007/BF03253253
Received:
Accepted:
Issue Date:
DOI: https://doi.org/10.1007/BF03253253
Key words
- Biometrics
- Mixed method
- Digital print
- Statistical method
- Karhunen Loeve Transformation
- Thermal image
- Identification
- Image recognition
- Parameter extraction
- System description
- Experimental result
- Data fusion