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A Signature Verification Framework for Digital Pen Applications

机译:数字笔应用的签名验证框架

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In this paper we present a framework for real-time online signature verification scenarios. The proposed framework is based on state-of-the-art feature extraction and Gaussian Mixture Model (GMM) classification. While our signature verification library is generally applicable to any input device using digital pens, we have implemented verification scenarios using the Anoto digital pen. As such our automated signature verification framework becomes an interesting commodity for industry, because the Anoto SDK is easy to apply and the GMM-based classification can be seamlessly integrated. The novelty of this work is the application of our framework that takes real-time online signature verification to every scenario where digital pens may potentially be used. In this paper we describe several scenarios where our framework has been applied, including signatures in financial contracts or ordering processes. We also propose a general approach to integrate the GMM-descriptions into electronic ID-cards in order to also store behavioral biometrics on these cards. In experiments we have measured the performance of the signature verification system when skilled forgeries were present. The interest shown by our partner financial institutions and the results of our initial evaluations indicate that our signature verification framework suits exactly the demands of our clients.
机译:在本文中,我们介绍了一个实时在线签名验证方案的框架。所提出的框架基于最先进的特征提取和高斯混合模型(GMM)分类。虽然我们的签名验证库通常适用于使用数字笔的任何输入设备,但我们已经使用ANOTO数字笔实现了验证方案。由于我们的自动签名验证框架成为行业的有趣商品,因为Anoto SDK易于应用,并且基于GMM的分类可以无缝集成。这项工作的新颖性是我们框架的应用,该框架将实时在线签名验证到可能使用数字笔的每种情况。在本文中,我们描述了我们框架已应用的几种情况,包括财务合同或订购流程中的签名。我们还提出了一种普遍的方法来将GMM描述集成到电子身份证中,以便在这些卡上存储行为生物识别性。在实验中,当存在熟练的伪造者时,我们已经测量了签名验证系统的性能。我们的合作伙伴金融机构和我们的初始评估结果表明的兴趣表明我们的签名验证框架适用于客户的需求。

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