生物识别
预处理器
人工智能
计算机科学
特征提取
模式识别(心理学)
匹配(统计)
计算机视觉
领域(数学)
特征(语言学)
鉴定(生物学)
数学
哲学
统计
生物
植物
语言学
纯数学
作者
Borui Hou,Huijie Zhang,Ruqiang Yan
标识
DOI:10.1109/tim.2022.3200087
摘要
Finger-vein-based biometric technology has received wide attention and has made some positive achievements in improving the performance of personal identification. This paper intends to provide an overview on the existing finger-vein-based biometric methods from the four steps of finger-vein recognition methods, including image acquisition, image preprocessing, feature extraction, and matching. After brief introduction of image acquisition and preprocessing, the applications of feature extraction method are summarized as: template-based method, representation-based method, and learning-based method. Moreover, deep learning-based methods have been analyzed and discussed. To review and summarize these methods, case studies of the finger vein database are introduced to verify their effectiveness. Meanwhile, this paper discussed the challenges and prospects of finger vein recognition research, especially the three-dimensional finger vein recognition research, to guide the future research direction in this field.
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