Title :
On the fundamental performance for fingerprint matching
Author :
Tan, Xuejun ; Bhanu, Bir
Author_Institution :
Center for Res. in Intelligent Syst., California Univ., Riverside, CA, USA
Abstract :
Fingerprints have long been used for person authentication. However, there is not enough scientific research to explain the probability that two fingerprints, which are impressions of different fingers, may be taken as the same one. In this paper, we propose a formal framework to estimate the fundamental algorithm independent error rate of fingerprint matching. Unlike a previous work, which assumes that there is no overlap between any two minutiae uncertainty areas and only measures minutiae´s positions and orientations. In our model, we do not make this assumption and measure the relations, i.e., ridge counts between different minutiae as well as minutiae´s positions and orientations. The error rates of fingerprint matching obtained by our approach is significantly lower than that of previously published research. Results are shown using NIST-4 fingerprint database. These results contribute toward making fingerprint matching a science and settling the legal challenges to fingerprints.
Keywords :
computer vision; fingerprint identification; image coding; image colour analysis; image matching; position measurement; NIST-4 fingerprint database; algorithm independent error rate estimation; fingerprint impression; fingerprint matching performance; fingerprint recognition; formal framework; minutiae orientation; minutiae position; minutiae ridge count; minutiae uncertainty area; person authentication; Area measurement; Auditory system; Bifurcation; Error analysis; Fingerprint recognition; Fingers; Law; Legal factors; Position measurement; Testing;
Conference_Titel :
Computer Vision and Pattern Recognition, 2003. Proceedings. 2003 IEEE Computer Society Conference on
Print_ISBN :
0-7695-1900-8
DOI :
10.1109/CVPR.2003.1211508