Automated Facial Recognition for Noonan Syndrome Using Novel Deep Convolutional Neural Network With Additive Angular Margin Loss

Automated Facial Recognition for Noonan Syndrome Using Novel Deep Convolutional Neural Network With Additive Angular Margin Loss

BackgroundNoonan syndrome (NS), a genetically heterogeneous disorder, presents with hypertelorism, ptosis, dysplastic pulmonary valve stenosis, hypertrophic cardiomyopathy, and small stature. Early detection and assessment of NS are crucial to formulating an individualized treatment protocol. Howeve...

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Bibliographic Details
Main Authors: Hang Yang, Xin-Rong Hu, Ling Sun, Dian Hong, Ying-Yi Zheng, Ying Xin, Hui Liu, Min-Yin Lin, Long Wen, Dong-Po Liang, Shu-Shui Wang
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-06-01
Series:Frontiers in Genetics
Subjects:
noonan syndrome
facial recognition model
deep learning
Arcface loss function
genetic syndromes
Online Access:https://www.frontiersin.org/articles/10.3389/fgene.2021.669841/full

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https://www.frontiersin.org/articles/10.3389/fgene.2021.669841/full

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