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基于Biohashing的指纹模板保护算法

王慧珊 张雪锋

王慧珊, 张雪锋. 基于Biohashing的指纹模板保护算法. 自动化学报, 2018, 44(4): 760-768. doi: 10.16383/j.aas.2017.c170056
引用本文: 王慧珊, 张雪锋. 基于Biohashing的指纹模板保护算法. 自动化学报, 2018, 44(4): 760-768. doi: 10.16383/j.aas.2017.c170056
WANG Hui-Shan, ZHANG Xue-Feng. Improved Biohashing Fingerprint Template Protection Algorithms. ACTA AUTOMATICA SINICA, 2018, 44(4): 760-768. doi: 10.16383/j.aas.2017.c170056
Citation: WANG Hui-Shan, ZHANG Xue-Feng. Improved Biohashing Fingerprint Template Protection Algorithms. ACTA AUTOMATICA SINICA, 2018, 44(4): 760-768. doi: 10.16383/j.aas.2017.c170056

基于Biohashing的指纹模板保护算法

doi: 10.16383/j.aas.2017.c170056
基金项目: 

国家自然科学基金 61301091

详细信息
    作者简介:

    王慧珊  西安邮电大学通信与信息工程学院硕士研究生.主要研究方向为信息安全.E-mail:wanghuishan17@163.com

    通讯作者:

    张雪锋  博士, 西安邮电大学通信与信息工程学院教授.主要研究方向为信息安全.本文通信作者.E-mail:zhangxuefeng3@163.com

Improved Biohashing Fingerprint Template Protection Algorithms

Funds: 

National Natural Science Foundation of China 61301091

More Information
    Author Bio:

     Master student at the School of Communication and Information Engineering, Xi′an University of Posts and Telecommunications. Her main research interest is information security

    Corresponding author: ZHANG Xue-Feng  Ph. D., professor at the School of Communication and Information Engineering, Xi′an University of Posts and Telecommunications. His main research interest is information security. Corresponding author of this paper
  • 摘要: 针对Biohashing指纹模板保护算法存在用户令牌泄露时识别性能严重退化的问题,提出了两种改进的Biohashing指纹模板保护算法.该算法在指纹数据预处理的基础上,采用可变的步长参数和滑动窗口产生固定大小的二值特征矩阵,减少了指纹数据特征值之间的关联性,离散化的非线性处理过程能够获得更大的密钥空间,有效提高了算法的安全性.理论分析和实验结果表明,改进算法具有更好的安全和识别性能.
    1)  本文责任编委 田捷
  • 图  1  Biohashing方法的基本流程

    Fig.  1  The basic process of the Biohashing method

    图  2  改进算法的基本流程

    Fig.  2  The basic process of the improved algorithm

    图  3  矩阵行向量比较的基本原理

    Fig.  3  The basic principle of the comparison of matrix row vectors

    图  4  滑动矩阵窗口的基本原理

    Fig.  4  The basic principle of the sliding matrix window

    图  5  实验选用的指纹图像示例

    Fig.  5  Examples of fingerprint images that used in experiments

    图  6  应用方法1的真假匹配汉明距离分布情况

    Fig.  6  The distribution of Hamming distance about the match for true-false with the first method

    图  7  应用方法2的真假匹配汉明距离分布情况

    Fig.  7  The distribution of Hamming distance about the match for true-false with the second method

    图  8  应用方法1的EER曲线

    Fig.  8  EER curve with the first method

    图  9  应用方法2的EER曲线

    Fig.  9  EER curve with the second method

    图  10  令牌泄露后三种方法的ROC曲线

    Fig.  10  ROC curves about three methods after tokens were leaked

    表  1  应用方法1的BioCode码计算结果

    Table  1  The results of BioCode calculations with the first method

    指纹BioCode码
    指纹1E1D2 BFED 5D33 C43B C57D 4C51 DC0E F29D 5B14 33B1 3872 68E7 03B5 0455 E91F F47C 5998 F273 4CE6 3C4C 4CD8 1E73 CF53 1127 631D 8E1E 162F 9C3F 1ECC 3BDA 88B9 2822
    指纹2E1C7 AFEB DC23 C439 C6A8 FF91 FE0C 70AD 19D4 23D1 B872 70EF 03B5 5C31 E915 E018 E1F8 62E3 5EE3 146E 4CB8 1E73 2D5D D054 66DF 8A32 1C6E 1C2F 3ECC BB9B 9CF0 62AE
    指纹3E1C7 AF0E 79DE F0AF 8B3A BE01 FC47 5FC0 3F2C 33BC 051C 827F 80A7 3502 F046 68CA B78C 79C2 E6E2 A5DD 6C46 7187 18C1 FD61 E352 A2A1 DB9D 5EA9 113A AD53 1C31 B1C6
    指纹4E1F6 3FCE 3F23 DC87 CC7F 8479 CE41 7F1D CB9E 23B8 0DF2 76E7 01F7 04C5 8F81 7D5E F999 E370 ACF3 9C46 1C9C 9A72 2F53 B563 F19D 8B3E 2E58 9C2B 6A8C BB99 A8F0 E3A6
    指纹5E1D2 8AA9 DC3B E039 C660 FE83 FC0C F0A9 53D5 3AF1 1523 E077 03BC 4611 F81C E118 C3D0 CEC7 5CE6 306C 4E38 1E30 AF11 D071 639F 8E37 1E3F 3C27 1EC4 BB83 8AF1 FA84
    下载: 导出CSV

    表  2  应用方法2的BioCode码计算结果

    Table  2  The results of BioCode calculations with the second method

    指纹BioCode码
    指纹1FD67 AAF1 5F72 8CD7 C86F 84DC 9B82 580B B077 78A5 1F42 EEE9 5232 55DD BBBA 661D 8857 E4F9 09CA 2C45 D802 8912 EFB0 6736 6C0E CBEC 11D9 3657 08DB 9639 BD21 476E
    指纹2FFA6 66CE E1F4 0CEC 9933 08C5 1992 3754 FA82 6644 DCD5 2FE8 8993 3365 539A 22E4 DB9A D766 CC99 9AF2 1F13 1626 66EA 910C64E8 9927 54C5 92F2 351B 8650 6383 445E
    指纹3FBEF EAFC 1774 8CE3 993F 84DD 9910 7C08 FB06 748C 9FF0 6EE8 99B3 957D 03BA 46F4 FA17 622E 69CB 5E45 9933 BA26 6EE6 6342 4D1C 9BA4 45FC 734F 118B B031 BD23 4458
    指纹4FDE6 2BFC 5FDC 8337 E92F D026 AC45 DE02 2799 A790 7739 AB22 02F7 B57D 60CC 98DB F81F C515 638A E811 7D46 5BCA 48E4 9999 0B76 B1EE 013F 445D D2B8 263F B266 17B8
    指纹5FB6F 6EE8 1772 8C55 D933 8594 9913 780E FB26 24CC 9DE2 6EC8 99BB 157D 1BB2 66AC F817 C26C 48CB 1E05 9813 AB35 6EF2 6326 5DCB 8BA2 49EC 34C7 39CB 9670 AC23 6452
    下载: 导出CSV

    表  3  指纹识别算法认证结果对比(%)

    Table  3  The comparison of authentication results of the fingerprint identification algorithm (%)

    方法FVC2002-DB1 FVC2002-DB2
    EEREER
    令牌安全令牌泄露 令牌安全令牌泄露
    文献[20]方法bfm016.9 019.1
    方法 1 bfh ($p=3$)02.84 03.38
    方法 2 bfc ($p=2$)03.44 03.93
    方法 2 bfc ($p=3$)02.85 03.18
    下载: 导出CSV
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出版历程
  • 收稿日期:  2017-01-21
  • 录用日期:  2017-04-21
  • 刊出日期:  2018-04-20

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