基于新型对称滤波和对齐优化的高效掌纹识别

Hoang Thien Van, T. Le, T. Dinh
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引用次数: 1

摘要

本文提出了一种鲁棒的基于线方向码的掌纹识别算法,其中我们提出了一种新的对称滤波器和一种有效的对齐改进技术。对称滤波器的主要思想是基于改进的有限Radon变换MFRAT,即GMFRAT滤波器,计算Gabor滤波器的近似幅度。GMFRAT滤波器的优点是:1、能够快速计算方向码;它们显著地减小了这些特征的大小。为了解决由于预处理阶段不完善而导致的旋转和平移问题,提出了利用局部定向模式的对准改进技术。在此基础上,设计了匹配算法。利用香港理工大学和印度理工学院的公共数据库进行的实验结果证明了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Efficient palmprint identification using novel symmetry filter and alignment refinement
This paper presents a robust algorithm for line orientation code-based palmprint identification in which we propose a novel symmetry filter and an efficient alignment refinement technique. The main idea of the symmetry filter is to compute the approximate magnitude of the Gabor filter based on the modified finite Radon transform MFRAT, the so-called GMFRAT filter. The advantages of GMFRAT filters are that: 1 they are capable of quickly computing orientation codes; 2 they remarkably reduce remarkably the sizes of these features. The alignment refinement technique, which uses local orientation patterns, is also proposed to solve the problem of rotations and translations caused by an imperfect preprocessing phase. Based on our alignment refinement, the matching algorithm is designed. The experimental results obtained using the public databases of the Hong Kong Polytechnic University and the Indian Institute of Technology Delhi demonstrate the effectiveness of the proposed method.
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