精确的三维指纹虚拟环境进行生物识别技术评价和实验设计

R. D. Labati, A. Genovese, V. Piuri, F. Scotti
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引用次数: 15

摘要

通过非接触式采集获得的三维指纹模型具有减少传统接触式样本失真和污垢对手指和传感器表面影响的优点。此外,它们允许使用更大的区域进行生物识别。三维重建算法和非接触式识别方法的设计和测试需要收集大型数据库。由于这项任务既昂贵又耗时,因此文献中的一些方法涉及合成生物识别样本的生成。然而,就我们所知,对小区域合成三维指纹的计算只进行了初步研究。在本文中,我们扩展了之前的工作,并描述了一个虚拟环境,用于生成完整的三维指尖形状,这对于研究三维指纹生物识别领域的研究团体来说是有用的。该方法是基于图像处理技术和算法设计的生物特征识别。我们通过将模拟模型与真实的非接触式收购进行比较,验证了模拟模型的真实性。实验结果表明,该方法是可行的,能生成逼真的三维样本,并能被生物特征识别算法有效处理。
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Accurate 3D fingerprint virtual environment for biometric technology evaluations and experiment design
Three-dimensional models of fingerprints obtained from contactless acquisitions have the advantages of reducing the distortion present in traditional contact-based samples and the effects of dirt on the finger and the sensor surface. Moreover, they permit to use a greater area for the biometric recognition. The design and test of three-dimensional reconstruction algorithms and contactless recognition methods require the collection of large databases. Since this task can be expensive and timeconsuming, some methods in the literature deal with the generation of synthetic biometric samples. At the best of our knowledge, however, there is only a preliminary study on the computation of small areas of synthetic three-dimensional fingerprints. In this paper, we extend our previous work and describe a virtual environment for the generation of complete threedimensional fingertip shapes, which can be useful for the research community working in the field of three-dimensional fingerprint biometrics. The method is based on image processing techniques and algorithms designed for biometric recognition. We validated the realism of the simulated models by comparing them with real contactless acquisitions. Results show that the method is feasible and produces realistic three-dimensional samples which can effectively be processed by biometric recognition algorithms.
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