Title :
Minutiae-based enhanced fingerprint verification assessment relaying on image quality factors
Author :
Simon-Zorita, D. ; Ortega-Garcia, J. ; Sanchez-Asenjo, M. ; Rodriguez, J. Gonzalez
Author_Institution :
Biometric Res. Lab., Univ. Politecnica de Madrid, Spain
Abstract :
In this paper we evaluate authentication performance of the minutiae-based fingerprint automatic recognition system, previously proposed D. Simon-Zorita, et al. (2001) and recently completed, with the new large fingerprint image database, MCYT J. Ortega-Garcia, et al. (2002). The scheme includes: image enhancement, characteristic extraction and pattern recognition. The design of this database permits to analyse the influence of the variability factors appearing in the image acquisition phase. We focus in two factors: the finger position over the acquisition sensor, and the quality of the acquired fingerprint images. The analysis is accomplished in cases of supervised and nonsupervised databases. Score normalization is presented as an effective technique to improve the fingerprint verification system performance, yielding highly competitive EERs.
Keywords :
feature extraction; fingerprint identification; image enhancement; visual databases; acquisition sensor; authentication performance; characteristic extraction; finger position; fingerprint automatic recognition system; fingerprint image database; image acquisition phase; image enhancement; image quality factor; minutiae-based enhanced fingerprint verification; nonsupervised database; pattern recognition; score normalization technique; supervised database; Authentication; Data analysis; Fingerprint recognition; Image analysis; Image databases; Image enhancement; Image matching; Image quality; Pattern recognition; Relays;
Conference_Titel :
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
Print_ISBN :
0-7803-7750-8
DOI :
10.1109/ICIP.2003.1246824