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Fast Fingerprint Recognition Solution Based on Neuron Chip Engine

机译:基于神经元芯片引擎的快速指纹识别解决方案

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摘要

In this paper, we address fast fingerprint recognition and related technical problems arising in various of embedded systems with critical information security considerations nowadays. Our method adopts a truly parallel processing neuron chip to accelerate the recognition speed. We propose an effective algorithm by combining Eight Directions Gabor Filters to filter the real-life finger images and Principal Component Analysis (PCA) method to reduce the dimensions of feature vectors. Experiments show that the hardware based fingerprint system has better performance than these conventional systems in regards to accuracy and speed.
机译:在本文中,我们以当今重要的信息安全考虑来解决各种嵌入式系统中出现的快速指纹识别和相关技术问题。我们的方法采用真正的并行处理神经元芯片来加快识别速度。我们提出了一种有效的算法,该算法将八方向Gabor滤波器与真实的手指图像相结合,并采用主成分分析(PCA)方法来减少特征向量的维数。实验表明,基于硬件的指纹系统在准确性和速度上都比这些常规系统更好。

著录项

  • 来源
    《Journal of information and computational science》 |2015年第18期|6685-6692|共8页
  • 作者单位

    School of Information Science and Engineering, Lanzhou University, Lanzhou 730000, China;

    G&S Labs, School of Software, Dalian University of Technology, Dalian 116620, China;

    G&S Labs, School of Software, Dalian University of Technology, Dalian 116620, China;

    G&S Labs, School of Software, Dalian University of Technology, Dalian 116620, China;

    School of Electronic and Information Engineering, Lanzhou Jiaotong University Lanzhou 730070, China;

    Department of Biomedical Engineering of Dalian University of Technology, Dalian 116600, China;

    G&S Labs, School of Software, Dalian University of Technology, Dalian 116620, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Fingerprint Recognition; Eight Directions Gabor Filters; PCA; Parallel Processing;

    机译:指纹识别八向Gabor滤波器;PCA;并行处理;

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