手写体生物特征识别中年龄的相关性研究

M. Faúndez-Zanuy, E. Sesa-Nogueras, J. Alcobé
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引用次数: 10

摘要

生物特征识别的主要缺点之一是其随时间的不稳定性。生物识别系统性能下降的主要原因之一是其注册用户的老龄化。在获取特征时是最新的特征——以及以此为基础构建的模型——最终可能会过时,导致识别任务失败。在本文中,我们分析了在线笔迹老化的影响及其与生物识别错误率的相关性。我们在BIOSECURID数据库上进行了实验,该数据库包含400个人捐赠的数据。根据我们的初步实验,60岁及以上的作家的平均书写速度急剧下降。关于验证错误与年龄的关系,结果表明,错误拒绝与年龄无关,而错误接受似乎与作者的年龄有关。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On the relevance of age in handwritten biometric recognition
One of the main drawbaks of biometric recognition is its unstability along time. One of the main reasons for the loss of performance of biometric systems is the aging of its enrolled users. Features -and models built from them- that were up-to-date at the time of their acquisition may eventually become outdated, leading to a failure in recognition tasks. In this paper, we analyze the effect of aging in online handwriting as well as its relevance on biometric error rates. Experimets have been conducted on our BIOSECURID database, which contains data donated by 400 individuals. According to our preliminary experiments, the average handwriting speed steeply decreases for writers who are 60 and above. Regarding the relation between verification errors and age, results suggest that false rejections are not age-dependent while false acceptances seem to be related to the age of the writer.
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