Title :
Performance evaluation of fingerprint orientation field reconstruction methods
Author :
Oehlmann, Lars ; Huckemann, Stephan ; Gottschlich, Carsten
Author_Institution :
Inst. for Math. Stochastics, Univ. of Gottingen, Gottingen, Germany
Abstract :
Orientation fields (OFs) are a key element of fingerprint recognition systems. They are a requirement for important processing steps such as image enhancement by contextual filtering, and typically, they are estimated from fingerprint images. If information about a fingerprint is available only in form of a stored minutiae template, an OF can be reconstructed from this template up to a certain degree of accuracy. The reconstructed OF can then be used e.g. for fingerprint alignment or as a feature for matching, and thus, for improving directly or indirectly the recognition performance of a system. This study compares reconstruction methods from the literature on a benchmark with ground truth orientation fields. The performance of these methods is evaluated using three metrics measuring the amount of reconstruction errors as well as in terms of computational runtime.
Keywords :
fingerprint identification; image enhancement; image filtering; image reconstruction; OFs; contextual filtering; fingerprint alignment; fingerprint orientation field reconstruction methods; fingerprint recognition systems; image enhancement; performance evaluation; recognition performance; Accuracy; Estimation; Image reconstruction; Measurement; Polynomials; Reconstruction algorithms; Runtime; Fingerprint orientation field reconstruction; comparison; fingerprint recognition; performance evaluation;
Conference_Titel :
Biometrics and Forensics (IWBF), 2015 International Workshop on
Conference_Location :
Gjovik
DOI :
10.1109/IWBF.2015.7110237