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GUC100 Multisensor Fingerprint Database for In-House (Semipublic) Performance Test

Published: 01 December 2010 Publication History

Abstract

For evaluation of biometric performance of biometric components and system, the availability of independent databases and desirably independent evaluators is important. Both databases of significant size and independent testing institutions provide the precondition for fair and unbiased benchmarking. In order to show generalization capabilities of the system under test, it is essential that algorithm developers do not have access to the testing database, and thus the risk of tuned algorithms is minimized. In this paper, we describe the GUC100 multiscanner fingerprint database that has been created for independent and in-house (semipublic) performance and interoperability testing of third party algorithms. The GUC100 was collected by using six different fingerprint scanners (TST, L-1, Cross Match, Precise Biometrics, Lumidigm, and Sagem). Over several months, fingerprint images of all 10 fingers from 100 subjects on all 6 scanners were acquired. In total, GUC100 contains almost 72.000 fingerprint images. The GUC100 database enables us to evaluate various performances and interoperability settings by taking into account different influencing factors such as fingerprint scanner and image quality. The GUC100 data set is freely available to other researchers and practitioners provided that they conduct their testing in the premises of the GjØvik University College in Norway, or alternatively submit their algorithms (in compiled form) to run on GUC100 by researchers in GjØvik. We applied one public and one commercial fingerprint verification algorithm on GUC100, and the reported results indicate that GUC100 is a challenging database.

References

[1]
International Biometric Group : Biometrics market and industry report 2009---2014. 2008, http://www.biometricgroup.com/reports/public/marketreport.php
[2]
Maltoni D, Maio D, Jain AK, Prabhakar S: Handbook of Fingerprint Recognition. Springer, New York, NY, USA; 2003.
[3]
Arnold M, Busch C, Ihmor H: Investigating performance and impacts on fingerprint recognition systems. Proceedings of the 6th Annual IEEE System, Man and Cybernetics Information Assurance Workshop (SMC '05), June 2005, West Point, NY, USA 1-7.
[4]
NIST special database 29 2008, http://www.nist.gov/srd/nistsd29.cfm
[5]
NIST special database 4 2008, http://www.nist.gov/srd/nistsd4.cfm
[6]
NIST special database 14 2008, http://www.nist.gov/srd/nistsd14.cfm
[7]
Maio D, Maltoni D, Cappelli R, Wayman JL, Jain AK: FVC2000: fingerprint verification competition. IEEE Transactions on Pattern Analysis and Machine Intelligence 2002, 24(3):402-412. 10.1109/34.990140
[8]
Maio D, Maltoni D, Cappelli R, Wayman JL, Jain AK: FVC2002: second fingerprint verification competition. Proceedings of the 16th International Conference on Pattern Recognition, 2002 811-814.
[9]
Cappelli R, Maio D, Maltoni D, Wayman JL, Jain AK: Performance evaluation of fingerprint verification systems. IEEE Transactions on Pattern Analysis and Machine Intelligence 2006, 28(1):3-17.
[10]
FVC2006: fingerprint verification competition 2006.
[11]
FVC-onGoing: web-based automated evaluation system for fingerprint recognition algorithms https://biolab.csr.unibo.it/fvcongoing/UI/Form/Home.aspx
[12]
Fierrez J, Ortega-Garcia J, Torre Toledano D, Gonzalez-Rodriguez J: Biosec baseline corpus: a multimodal biometric database. Pattern Recognition 2007, 40(4):1389-1392. 10.1016/j.patcog.2006.10.014
[13]
Ortega-Garcia J, Fierrez-Aguilar J, Simon D, Gonzalez J, Faundez-Zanuy M, Espinosa V, Satue A, Hernaez I, Igarza J-J, Vivaracho C, Escudero D, Moro Q-I: MCYT baseline corpus: a bimodal biometric database. IEE Proceedings: Vision, Image and Signal Processing 2003, 150(6):395-401. 10.1049/ip-vis:20031078
[14]
Grother P, Salamon W, Watson C, Indovina M, Flanagan P: Performance of fingerprint match-on-card algorithms, phase ii report. 2008, http://fingerprint.nist.gov/minexII/
[15]
Garcia-Salicetti S, Beumier C, Chollet G, Dorizzi B, Jardins JLL, Lunter J, Ni Y, Petrovska-Delacrétaz D: BIOMET: a multimodal person authentication database including face, voice, fingerprint, hand and signature modalities. Proceedings of International Conference on Audio- and Video-Based Biometric Person Authentication, 2003, Lecture Notes in Computer Science 2688: 845-853.
[16]
ISO/IEC 19795-2:2007 : Information technology--biometric performance testing and reporting--part 2: testing methodologies for technology and scenario evaluation. 2007.
[17]
Jain AK, Nandakumar K, Nagar A: Biometric template security. EURASIP Journal on Advances in Signal Processing 2008 special issue on Advanced Signal Processing and Pattern Recognition Methods for Biometrics, 2008:-17. special issue on Advanced Signal Processing and Pattern Recognition Methods for Biometrics
[18]
Gafurov D, Yang B, Bours P, Busch C: Independent performance evaluation of fingerprint verification at the minutiae and pseudonymous identifier levels. Proceedings of IEEE International Conference on Systems, Man, and Cybernetics, 2010
[19]
Norwegian data privacy authority, http://www.datatilsynet.no/
[20]
GUC100 multi-scanner fingerprint database for in-house (semi-public) performance and interoperability evaluation http://www.nislab.no/guc100
[21]
Garris MD, Tabassi E, Wilson CL: NIST fingerprint evaluations and developments. Proceedings of the IEEE 2006, 94(11):1915-1925.
[22]
ISO/IEC 19795-4 : Information technology--biometric performance testing and reporting--part 4: interoperability performance testing. 2007.
[23]
ISO/IEC 19794-2:2005 : Information technology--biometric data interchange formats--part 2: finger minutiae data. 2005.
[24]
Ross A, Jain A: Biometric sensor interoperability: a case study in fingerprints. Proceedings of the International Biometric Authentication, the 8th European Conference on Computer Vision (ECCV '04), 2004, Lecture Notes in Computer Science 3087: 134-145.
[25]
Han Y, Nam J, Park N, Kim H: Resolution and distortion compensation based on sensor evaluation for interoperable fingerprint recognition. Proceedings of International Joint Conference on Neural Networks (IJCNN '06), July 2006, Vancouver, Canada 692-698.
[26]
Ross A, Nadgir R: A thin-plate spline calibration model for fingerprint sensor interoperability. IEEE Transactions on Knowledge and Data Engineering 2008, 20(8):1097-1110.
[27]
Alonso-Fernandez F, Veldhuis RNJ, Bazen AM, Fierrez-Aguilar J, Ortega-Garcia J: Sensor interoperability and fusion in fingerprint verification: a case study using minutiae-and ridge-based matchers. Proceedings of the 9th International Conference on Control, Automation, Robotics and Vision (ICARCV '06), December 2006, Singapore
[28]
Marcialis GL, Roli F: Fingerprint verification by fusion of optical and capacitive sensors. Pattern Recognition Letters 2004, 25(11):1315-1322. 10.1016/j.patrec.2004.05.011
[29]
Alonso-Fernandez F, Fierrez J, Qrtega-Garcia J, Gonzalez-Rodriguez J, Fronthaler H, Kollreider K, Bigun J: A comparative study of fingerprint image-quality estimation methods. IEEE Transactions on Information Forensics and Security 2007, 2(4):734-743.
[30]
NIST's Fingerprint verification software 2009, http://fingerprint.nist.gov/NBIS/nbis_non_export_control.pdf
[31]
Neurotechnology's VeriFinger 6.0 2009, http://www.neurotechnology.com/

Cited By

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  • (2011)Fusion in fingerprint authenticationProceedings of the 2011 ACM Symposium on Applied Computing10.1145/1982185.1982189(13-18)Online publication date: 21-Mar-2011

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Published In

cover image EURASIP Journal on Information Security
EURASIP Journal on Information Security  Volume 2010, Issue 1
December 2010
68 pages
ISSN:1687-4161
EISSN:1687-417X
Issue’s Table of Contents

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Hindawi Limited

London, United Kingdom

Publication History

Published: 01 December 2010

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  • (2011)Fusion in fingerprint authenticationProceedings of the 2011 ACM Symposium on Applied Computing10.1145/1982185.1982189(13-18)Online publication date: 21-Mar-2011

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