人际变异性和内部变异性对HMM离线签名验证的影响

E. Justino, Flávio Bortolozzi, R. Sabourin
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引用次数: 61

摘要

离线签名验证基于每个签名样本之间具有相似性的假设,具有较小的失真和尺度变异性。这种扭曲代表了个人的可变性。本文报道了一种基于隐马尔可夫模型(HMM)分类器的软件方法对人际和个人变异性的影响。实验结果表明,不同伪造类型下的错误率具有随机性、简易性和熟练性。数学方法和生成的软件还报告了实际应用问题中的注意事项。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The interpersonal and intrapersonal variability influences on off-line signature verification using HMM
Off-line signature verification rests on the hypothesis that each writer has similarity among signature samples, with small distortion and scale variability. This kind of distortion represents intrapersonal variability. This paper reports interpersonal and intrapersonal variability influences in a software approach based on a hidden Markov model (HMM) classifier. The experiments have shown error rate variability considering different forgery types, random, simple and skilled. The mathematical approach and resulting software also report considerations in a real application problem.
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