年龄不变人脸识别方法综述

IF 0.9 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS
Z. Mortezaie, H. Hassanpour
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引用次数: 9

摘要

人脸识别在许多安全和监控应用中都有应用。老化、局部遮挡、姿态和光照变化以及面部表情等问题直接影响人脸识别方法的性能。通常,在许多应用程序中,例如检查护照和签证,数据库中的图像不会持续更新。在这些情况下,衰老会导致人脸图像的重要特征发生变化。因此,跨年龄的人脸识别可以被认为是许多安全和监控系统中的一个共同问题。本文就现有的人脸识别方法在抗老化方面的鲁棒性进行了简要的综述。并将这些方法的实验结果与通用数据库在年龄不变人脸识别中的应用进行了比较。对比结果表明,同时考虑基于分量的人脸图像表示和身份因素的方法优于其他现有方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A SURVEY ON AGE INVARIANT FACE RECOGNITION METHODS
Face recognition is used in many security and surveillance applications. Some issues, such as aging, partial occlusion, variation in pose and illumination and facial expression directly affect the performance of face recognition approaches. Usually, in many applications, such as checking the passport and visa, images in the database are not updated continuously. In these cases, aging leads to change the important features of the face image. Hence, face recognition across aging can be considered as a common issue in many security and surveillance systems. In this paper, some existing face recognition approaches, in terms of robustness to aging, have been reviewed briefly. Also, the experimental results from these methods have been compared using the common databases in age-invariant face recognition applications. The comparison results indicate that the approaches which consider both component-based representation of facial images and identity factors outperform the other existing methods.
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来源期刊
Jordanian Journal of Computers and Information Technology
Jordanian Journal of Computers and Information Technology Computer Science-Computer Science (all)
CiteScore
3.10
自引率
25.00%
发文量
19
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