A fingerprint matching algorithm using bit-plane extraction method with phase-only correlation

This paper introduces a new method in fingerprint feature extraction based on bit-plane. A bit-plane image requires smaller storage space than a greyscale image. Region of interest (ROI) of a fingerprint image is extracted by using a modified blob analysis method, and then the core point of the ROI...

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Main Authors: Florence, Francis-Lothai, Bong, David B L
Format: Article
Language:English
Published: Inderscience Enterprises Ltd. 2017
Subjects:
Online Access:http://ir.unimas.my/id/eprint/17211/
http://ir.unimas.my/id/eprint/17211/1/A%20fingerprint%20matching%20algorithm%20using%20bit-plane%20%28abstract%29.pdf
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author Florence, Francis-Lothai
Bong, David B L
author_facet Florence, Francis-Lothai
Bong, David B L
author_sort Florence, Francis-Lothai
building UNIMAS Institutional Repository
collection Online Access
description This paper introduces a new method in fingerprint feature extraction based on bit-plane. A bit-plane image requires smaller storage space than a greyscale image. Region of interest (ROI) of a fingerprint image is extracted by using a modified blob analysis method, and then the core point of the ROI is detected for dimension reduction process. Before bit-plane is extracted, the fingerprint image is enhanced by using Fourier transform. Bit-plane 7 of the enhanced image is used as the input for fingerprint matching with phase-only correlation (POC) function. Experiment results showed that the storage space requirement for a fingerprint database could be reduced up to 87% per image for a bit-plane image compared with a greyscale image. The proposed fingerprint matching algorithm achieves 81.16% of recognition rate on FVC2002-Db1a database and 89.78% on FingerDOS database. Copyright © 2017 Inderscience Enterprises Ltd.
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institution Universiti Malaysia Sarawak
institution_category Local University
language English
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publisher Inderscience Enterprises Ltd.
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spelling unimas-172112017-08-16T01:46:25Z http://ir.unimas.my/id/eprint/17211/ A fingerprint matching algorithm using bit-plane extraction method with phase-only correlation Florence, Francis-Lothai Bong, David B L QA Mathematics This paper introduces a new method in fingerprint feature extraction based on bit-plane. A bit-plane image requires smaller storage space than a greyscale image. Region of interest (ROI) of a fingerprint image is extracted by using a modified blob analysis method, and then the core point of the ROI is detected for dimension reduction process. Before bit-plane is extracted, the fingerprint image is enhanced by using Fourier transform. Bit-plane 7 of the enhanced image is used as the input for fingerprint matching with phase-only correlation (POC) function. Experiment results showed that the storage space requirement for a fingerprint database could be reduced up to 87% per image for a bit-plane image compared with a greyscale image. The proposed fingerprint matching algorithm achieves 81.16% of recognition rate on FVC2002-Db1a database and 89.78% on FingerDOS database. Copyright © 2017 Inderscience Enterprises Ltd. Inderscience Enterprises Ltd. 2017 Article PeerReviewed text en http://ir.unimas.my/id/eprint/17211/1/A%20fingerprint%20matching%20algorithm%20using%20bit-plane%20%28abstract%29.pdf Florence, Francis-Lothai and Bong, David B L (2017) A fingerprint matching algorithm using bit-plane extraction method with phase-only correlation. International Journal of Biometrics, 9 (1). pp. 44-66. ISSN 1755-8301 https://www.researchgate.net/publication/317111559 DOI: 10.1504/IJBM.2017.084135
spellingShingle QA Mathematics
Florence, Francis-Lothai
Bong, David B L
A fingerprint matching algorithm using bit-plane extraction method with phase-only correlation
title A fingerprint matching algorithm using bit-plane extraction method with phase-only correlation
title_full A fingerprint matching algorithm using bit-plane extraction method with phase-only correlation
title_fullStr A fingerprint matching algorithm using bit-plane extraction method with phase-only correlation
title_full_unstemmed A fingerprint matching algorithm using bit-plane extraction method with phase-only correlation
title_short A fingerprint matching algorithm using bit-plane extraction method with phase-only correlation
title_sort fingerprint matching algorithm using bit-plane extraction method with phase-only correlation
topic QA Mathematics
url http://ir.unimas.my/id/eprint/17211/
http://ir.unimas.my/id/eprint/17211/
http://ir.unimas.my/id/eprint/17211/
http://ir.unimas.my/id/eprint/17211/1/A%20fingerprint%20matching%20algorithm%20using%20bit-plane%20%28abstract%29.pdf