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首页> 外文期刊>Pattern Recognition: The Journal of the Pattern Recognition Society >Fingerprint orientation field estimation using ridge projection
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Fingerprint orientation field estimation using ridge projection

机译:使用脊投影的指纹取向场估计

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摘要

Orientation field plays an important role in fingerprint recognition system. This paper proposes a method for estimating four-direction orientation field. It consists of four steps: (i) preprocessing fingerprint image, (ii) determining the primary ridge of fingerprint block using neuron pulses of pulse coupled neural network (PCNN), (iii) estimating block direction by projective distance variance of such a ridge, instead of a full block and (iv) correcting the estimated orientation field. Experiments on the databases of FVC2004 show that the proposed method achieves good estimation accuracy with low computational time expense. In particular, this method shows good robustness to noise, and it can be integrated into a fingerprint recognition system to improve the performance. (c) 2007 Elsevier Ltd. All rights reserved.
机译:方向场在指纹识别系统中起着重要的作用。本文提出了一种估计四向定向场的方法。它由四个步骤组成:(i)预处理指纹图像,(ii)使用脉冲耦合神经网络(PCNN)的神经元脉冲确定指纹块的主要脊线,(iii)通过这种脊线的投影距离方差估算块方向,而不是完整的方块,并(iv)校正估计的方向场。在FVC2004的数据库上进行的实验表明,该方法具有良好的估计精度,且计算时间较少。特别地,该方法显示出对噪声的良好鲁棒性,并且可以将其集成到指纹识别系统中以提高性能。 (c)2007 Elsevier Ltd.保留所有权利。

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