论文标题

使用平板扫描仪用于纸表面身份验证的微观结构估算

On Microstructure Estimation Using Flatbed Scanners for Paper Surface Based Authentication

论文作者

Liu, Runze, Wong, Chau-Wai

论文摘要

观察到在微观视图下的纸表面是由互联木纤维形成的。从一个位置到另一个位置,这种纸表面的结构是独一无二的,几乎不可能复制。先前的工作使用显微镜表面正态来表征此类内在结构,例如用于安全性和法医应用的纸张的“指纹”。在这项工作中,我们研究了科学和工程方面的功能提取的几个关键研究问题,以促进将平板扫描仪用作采集设备时的基于纸张表面的身份验证。我们在分析上表明,在平板扫描仪的独特光学设置下,镜面反射在规范地图估计中不起作用。我们使用比先前的工作更大的数据集验证,扫描仪获得的标准图虽然模糊,但与共聚焦显微镜测量的范围一致。我们确认,选择身份验证功能时,高度图的高空间频带比标准图更强大。最后,我们表明,可以从经验上计算以相同错误率(EER)达到一定的身份验证性能所需的纸张贴片的物理维度。我们在分析上表明,日志(EER)在纸张贴片的边缘长度上线性减小。

Paper surfaces under the microscopic view are observed to be formed by intertwisted wood fibers. Such structures of paper surfaces are unique from one location to another and are almost impossible to duplicate. Previous work used microscopic surface normals to characterize such intrinsic structures as a "fingerprint" of paper for security and forensic applications. In this work, we examine several key research questions of feature extraction in both scientific and engineering aspects to facilitate the deployment of paper surface-based authentication when flatbed scanners are used as the acquisition device. We analytically show that, under the unique optical setup of flatbed scanners, the specular reflection does not play a role in norm map estimation. We verify, using a larger dataset than prior work, that the scanner-acquired norm maps, although blurred, are consistent with those measured by confocal microscopes. We confirm that, when choosing an authentication feature, high spatial-frequency subbands of the heightmap are more powerful than the norm map. Finally, we show that it is possible to empirically calculate the physical dimensions of the paper patch needed to achieve a certain authentication performance in equal error rate (EER). We analytically show that log(EER) is decreasing linearly in the edge length of a paper patch.

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