Benchmarking Fingerprint Minutiae Extractors
Abstract
The performance of a fingerprint recognition system hinges on the errors introduced in each of its modules: image acquisition, preprocessing, feature extraction, and matching. One of the most critical and fundamental steps in fingerprint recognition is robust and accurate minutiae extraction. Hence we conduct a repeatable and controlled evaluation of one open-source and three commercial-off-the-shelf (COTS) minutiae extractors in terms of their performance in minutiae detection and localization. We also evaluate their robustness against controlled levels of image degradations introduced in the fingerprint images. Experiments were conducted on (i) a total of 3;458 fingerprint images from five public-domain databases, and (ii) 40;000 synthetically generated fingerprint images. The contributions of this study include: (i) a benchmark for minutiae extractors and minutiae interoperability, and (ii) robustness of minutiae extractors against image degradations.
- Citation
- BibTeX
Chugh, Ta., Arora, Su. S., Jain, A. K. & Paulter Jr., Ni. G.,
(2017).
Benchmarking Fingerprint Minutiae Extractors.
In:
Brömme, Ar., Busch, Ch., Dantcheva, An., Rathgeb, Ch. & Uhl, An.
(Hrsg.),
BIOSIG 2017.
Gesellschaft für Informatik, Bonn.
(S. 105-116).
@inproceedings{mci/Chugh2017,
author = {Chugh,Tarang AND Arora,Sunpreet S. AND Jain, Anil K. AND Paulter Jr.,Nicholas G.},
title = {Benchmarking Fingerprint Minutiae Extractors},
booktitle = {BIOSIG 2017},
year = {2017},
editor = {Brömme,Arslan AND Busch,Christoph AND Dantcheva,Antitza AND Rathgeb,Christian AND Uhl,Andreas} ,
pages = { 105-116 },
publisher = {Gesellschaft für Informatik, Bonn},
address = {}
}
author = {Chugh,Tarang AND Arora,Sunpreet S. AND Jain, Anil K. AND Paulter Jr.,Nicholas G.},
title = {Benchmarking Fingerprint Minutiae Extractors},
booktitle = {BIOSIG 2017},
year = {2017},
editor = {Brömme,Arslan AND Busch,Christoph AND Dantcheva,Antitza AND Rathgeb,Christian AND Uhl,Andreas} ,
pages = { 105-116 },
publisher = {Gesellschaft für Informatik, Bonn},
address = {}
}
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More Info
ISBN: 978-3-88579-664-0
ISSN: 1617-5468
xmlui.MetaDataDisplay.field.date: 2017
Language:
(en)
