Title :
Fingerprint feature enhancement using block-direction on reconstructed images
Author :
Kasaer, S. ; Deriche, Mohamed ; Boashash, Boualem
Author_Institution :
SPRC, Queensland Univ. of Technol., Brisbane, Qld., Australia
Abstract :
Fingerprints have been used as unique identifiers of individuals for a very long time. The identification of fingerprint (FP) images is based on matching the features of a query FP, against those stored in a database. As FP databases are characterized by their large size and may contain noisy and distorted query images, an efficient and robust representation of FP images is essential for a reliable identification. Assuming the FPs to be sample images from non-stationary processes of textured images of flow patterns, we propose a new technique for preprocessing FP images for the purpose of identification. In the proposed algorithm, the enhancement as well as the ridge extraction processes are based on local dominant ridge directions. The obtained thinned image is then smoothed using morphological operations to detect the FP structural features. The proposed algorithm results in an efficient, robust and fast representation of FPs which accurately retains the fidelity in minutiae (ridge endings and bifurcations)
Keywords :
feature extraction; fingerprint identification; image enhancement; image matching; image reconstruction; image representation; image segmentation; image texture; mathematical morphology; smoothing methods; algorithm; bifurcations; block-direction; database; distorted query images; feature matching; fingerprint feature enhancement; fingerprint identification; flow patterns; foreground/background segmentation; image preprocessing; image reconstruction; image representation; image smoothing; local dominant ridge direction; minutiae; morphological operations; noisy images; nonstationary processes; ridge endings; ridge extraction; sample images; structural feature detection; textured images; Bifurcation; Biomedical signal processing; Biometrics; Feature extraction; Fingerprint recognition; Image databases; Image reconstruction; Robustness; Signal processing algorithms; Spatial databases;
Conference_Titel :
Information, Communications and Signal Processing, 1997. ICICS., Proceedings of 1997 International Conference on
Print_ISBN :
0-7803-3676-3
DOI :
10.1109/ICICS.1997.652072