Mst Rumana A Sumi, Masudul H Imtiaz, Stephanie Schuckers
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引用次数: 0
摘要
发展中国家数以百万计的儿童由于疫苗接种不足和营养不良而面临可预防的死亡,部分原因是监测不足和缺乏官方鉴定。一个可靠的指纹识别系统可以解决这个问题。然而,幼儿纵向指纹数据集的缺乏导致了诸如指纹生物识别最早使用年龄、可靠识别所需的登记频率以及适应年龄相关变化的方法等尚未解决的问题。最近的一些研究引入了高分辨率指纹扫描仪,并显示出对幼儿的有希望的识别性能。然而,这些研究是在一个较小的数据集上进行的,时间较短,多样性有限;进一步评估他们的发现是必要的。本研究评估了高分辨率非接触式扫描仪在儿童(0-15岁)控制的不同纵向数据集中的有效性。我们的研究结果表明,婴儿可以在5天大时入组,两个月后可以可靠地识别,TAR= 100% @ FAR = 0.1%; 4-15岁的儿童可以在1年后识别,TAR= 98.72% @ FAR = 0.1%。
A Longitudinal Study on Fingerprint Recognition in Infants, Toddlers, and Children.
Millions of children in developing countries face preventable deaths due to inadequate vaccination and malnutrition, in part due to insufficient monitoring and the absence of official identification. A reliable fingerprint recognition system can be a practical solution to address this issue. However, the scarcity of longitudinal fingerprint datasets for young children leads to unresolved questions regarding the earliest age for fingerprint biometric use, the frequency of enrollment required for reliable recognition, and the methods to accommodate age-related changes. A few recent studies introduced high-resolution fingerprint scanners and showed promising recognition performance for young children. However, these studies were conducted on a small dataset over a shorter period with limited diversity; further evaluation of their finding is essential. This study assessed the effectiveness of a high-resolution contactless scanner in a controlled, diverse longitudinal dataset of children (0-15 years). Our results indicate that infants can be enrolled at five days old and reliably recognized after two months with a TAR= 100% @ FAR = 0.1%, and children aged 4-15 years can be recognized after one year with a TAR= 98.72% @ FAR = 0.1%.