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Fingerprint Recognition with Identical Twin Fingerprints

机译:具有相同双指纹的指纹识别

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摘要

Fingerprint recognition with identical twins is a challenging task due to the closest genetics-based relationship existing in the identical twins. Several pioneers have analyzed the similarity between twins' fingerprints. In this work we continue to investigate the topic of the similarity of identical twin fingerprints. Our study was tested based on a large identical twin fingerprint database that contains 83 twin pairs, 4 fingers per individual and six impressions per finger: 3984 (83*2*4*6) images. Compared to the previous work, our contributions are summarized as follows: (1) Two state-of-the-art fingerprint identification methods: P071 and VeriFinger 6.1 were used, rather than one fingerprint identification method in previous studies. (2) Six impressions per finger were captured, rather than just one impression, which makes the genuine distribution of matching scores more realistic. (3) A larger sample (83 pairs) was collected. (4) A novel statistical analysis, which aims at showing the probability distribution of the fingerprint types for the corresponding fingers of identical twins which have same fingerprint type, has been conducted. (5) A novel analysis, which aims at showing which finger from identical twins has higher probability of having same fingerprint type, has been conducted. Our results showed that: (a) A state-of-the-art automatic fingerprint verification system can distinguish identical twins without drastic degradation in performance. (b) The chance that the fingerprints have the same type from identical twins is 0.7440, comparing to 0.3215 from non-identical twins. (c) For the corresponding fingers of identical twins which have same fingerprint type, the probability distribution of five major fingerprint types is similar to the probability distribution for all the fingers' fingerprint type. (d) For each of four fingers of identical twins, the probability of having same fingerprint type is similar.
机译:同卵双胞胎的指纹识别是一项具有挑战性的任务,因为同卵双胞胎中存在最接近的基于遗传学的关系。几位先驱者分析了双胞胎指纹之间的相似性。在这项工作中,我们继续研究相同双指纹相似性的主题。我们的研究是基于一个大型的双胞胎指纹数据库进行测试的,该数据库包含83对双胞胎,每个人4个手指和每个手指6次印象:3984(83 * 2 * 4 * 6)张图像。与以前的工作相比,我们的贡献总结如下:(1)使用了两种最新的指纹识别方法:P071和VeriFinger 6.1,而不是以前的研究中的一种指纹识别方法。 (2)每个手指捕获了六个印象,而不仅仅是一个印象,这使得匹配分数的真实分布更加真实。 (3)收集了更大的样本(83对)。 (4)进行了新颖的统​​计分析,旨在显示具有相同指纹类型的同卵双胞胎的相应手指的指纹类型的概率分布。 (5)进行了新颖的分析,其目的在于显示来自同卵双胞胎的哪个手指具有较高的具有相同指纹类型的可能性。我们的结果表明:(a)最先进的自动指纹验证系统可以区分相同的双胞胎,而性能不会急剧下降。 (b)来自同卵双胞胎的指纹具有相同类型的机会为0.7440,而来自异卵双胞胎的指纹为0.3215。 (c)对于具有相同指纹类型的同卵双胞胎的对应手指,五种主要指纹类型的概率分布类似于所有手指的指纹类型的概率分布。 (d)对于相同双胞胎的四个手指中的每个手指,具有相同指纹类型的概率相似。

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