Kinship identification using age transformation and Siamese network

被引:0
|
作者
Abbas A. [1 ]
Shoaib M. [1 ]
机构
[1] Department of Computer Science, University of Engineering and Technology, Punjab, Lahore
来源
PeerJ Computer Science | 2022年 / 8卷
关键词
Age transformation; Algorithms and analysis of algorithms; Artificial intelligence; Computer education; Convolutional neural networks; Data mining & machine learning; Data science; Face encoding; Kinship identification; Social computing;
D O I
10.7717/PEERJ-CS.987
中图分类号
学科分类号
摘要
Facial images are used for kinship verification. Traditional convolutional neural networks and transfer learning-based approaches are presently used for kinship identification. The transfer-learning approach is useful in many fields. However, it does not perform well in the identification of humans’ kinship because transferlearning models are trained on a different type of data that is significantly different as compared to human face image data, a technique which may be able for kinship identification by comparing images of parents and their children with transformed age instead of comparing their actual images is required. In this article, a technique for kinship identification using a Siamese neural network and age transformation algorithm is proposed. The results are satisfactory as an overall accuracy of 76.38% has been achieved. Further work can be carried out to improve the accuracy by improving the Life Span Age Transformation (LAT) algorithm for kinship identification using facial images. © Copyright 2022 Abbas & Shoaib
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