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Double-orientation code and nonlinear matching scheme for palmprint recognition

机译:掌纹识别的双方向码和非线性匹配方案

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摘要

Many palmprint authentication approaches have been proposed in recent years. Among them, the orientation based coding approach, in which the dominant orientation features of palmprints are extracted and encoded into bitwise codes, is one of the most promising approaches. The distance between codes created from two palmprint images is calculated in the matching stage. Reliable orientation feature extraction and efficient matching are the two most crucial problems in orientation based coding approaches. However, conventional coding based approaches usually extract only one dominant orientation feature by adopting filters with discrete orientations, which is sensitive to the noise and rotation. This paper proposed a novel double-orientation code (DOC) scheme to represent the orientation feature of palmprint and designed an effective nonlinear angular matching score to evaluate the similarity between the DOC. Extensive experiments performed on three types of palmprint databases demonstrate that the proposed approach has excellent performance in comparison with previously proposed state-of-the-art approaches. (C) 2015 Elsevier Ltd. All rights reserved.
机译:近年来已经提出了许多掌纹认证方法。其中,基于方向的编码方法是最有希望的方法之一,其中提取掌纹的主要方向特征并将其编码为按位编码。在匹配阶段计算从两个掌纹图像创建的代码之间的距离。可靠的方向特征提取和有效匹配是基于方向的编码方法中两个最关键的问题。然而,基于常规编码的方法通常通过采用对噪声和旋转敏感的具有离散方向的滤波器而仅提取一个主导方向特征。本文提出了一种新颖的双方向码(DOC)方案来表示掌纹的方向特征,并设计了有效的非线性角度匹配分数来评估DOC之间的相似性。在三种类型的掌纹数据库上进行的大量实验表明,与以前提出的最新方法相比,该提出的方法具有出色的性能。 (C)2015 Elsevier Ltd.保留所有权利。

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