Author:
Xiao Jianyu,Liu Jiuan,Liu Huanhua
Abstract
Most of the fingerprint matching algorithms were proposed for large area fingerprints, which can hardly work effectively in small-area fingerprints. In this work, an improved ORB algorithm is proposed for small-area fingerprint matching in embedded mobile devices. In feature descriptor design, we analyzed the characters of the fingerprint in the embedded mobile devices and discard the multi-scale feature process to reduce the amount of operations. Moreover, we proposed a fusion descriptor combing LBP and rBRIEF descriptor. In the key point matching process, we proposed a two-step (coarse and fine) matching method by using Hamming distance and cosine similarity, respectively. The experimental results show that the proposed method has a rejection rate of 6.4%, a false recognition rate of 0.1%, and an average matching time of 58ms. It can effectively improve the performance of small-area fingerprint matching and meet the application requirements of embedded mobile device authentication.
Funder
Scientific Research Foundation of Hunan Provincial Education Department
Publisher
European Alliance for Innovation n.o.
Subject
General Chemical Engineering
Reference32 articles.
1. Ranade S , Rosenfeld A . Point pattern matching by relaxation[J]. Pattern Recognition, 1980, 12(4):269-275.
2. Stockman G , Kopstein S , Benett S . Matching Images to Models for Registration and Object Detection via Clustering[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1982, 4(3):229-241.
3. Zhu E, Yin JP, Zhang GM. A fingerprint matching method based on multiple reference nodes[J]. Computer Research and Development, 2005, 42(10):7.
4. Liu H-Y, Liu Shu-Q, Ye Miao, et al. Fingerprint matching algorithm based on line pattern[J]. Computer Engineering and Design, 2017, 38(12):7.
5. M Tico. Fingerprint recognition using wavelet features.[J]. IEEE Intl.symp.on Circuits & Systems Sydney Nsw Australia, 2001, 2.
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