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

Florence Francis-Lothai, D. Bong
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引用次数: 7

Abstract

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.
一种基于位平面提取的纯相位相关指纹匹配算法
介绍了一种基于位平面的指纹特征提取新方法。位平面图像比灰度图像需要更小的存储空间。采用改进的斑点分析方法提取指纹图像的感兴趣区域,然后对感兴趣区域的核心点进行降维处理。在提取位平面之前,对指纹图像进行傅里叶变换增强。将增强图像的位平面7作为指纹匹配的输入,使用相位相关(POC)函数进行匹配。实验结果表明,与灰度图像相比,位平面图像对指纹数据库的存储空间需求最多可减少87%。本文提出的指纹匹配算法在FVC2002-Db1a数据库上的识别率为81.16%,在FingerDOS数据库上的识别率为89.78%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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