Cargando…

Joint Age Estimation and Gender Classification of Asian Faces Using Wide ResNet

Two key facial features, age and gender, have been widely explored. Companies and organizations have investigated in related applications in several fields including insurance, retails, marketing, etc. It would bring tremendous benefit, which allow companies to easily identify their customer demogra...

Descripción completa

Detalles Bibliográficos
Autores principales: Huynh, Hieu Trung, Nguyen, Hoang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Singapore 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7451232/
https://www.ncbi.nlm.nih.gov/pubmed/33063055
http://dx.doi.org/10.1007/s42979-020-00294-w
_version_ 1783574943524454400
author Huynh, Hieu Trung
Nguyen, Hoang
author_facet Huynh, Hieu Trung
Nguyen, Hoang
author_sort Huynh, Hieu Trung
collection PubMed
description Two key facial features, age and gender, have been widely explored. Companies and organizations have investigated in related applications in several fields including insurance, retails, marketing, etc. It would bring tremendous benefit, which allow companies to easily identify their customer demographics. Several approaches have been proposed with remarkable results. However, because of the lack of open and multi-ethnic datasets, most modern age and gender estimating models were trained solely based on white people with Western facial features, and thus fall short with non-Caucasian people. In this paper, we developed an applicable Wide ResNet model to estimate the age and the gender of Asian faces. The model was trained with a newly improved Asian face database. The experiments have shown promising results, as it can match the performance of Microsoft’s how-old API estimator in a specific dataset.
format Online
Article
Text
id pubmed-7451232
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Springer Singapore
record_format MEDLINE/PubMed
spelling pubmed-74512322020-08-28 Joint Age Estimation and Gender Classification of Asian Faces Using Wide ResNet Huynh, Hieu Trung Nguyen, Hoang SN Comput Sci Original Research Two key facial features, age and gender, have been widely explored. Companies and organizations have investigated in related applications in several fields including insurance, retails, marketing, etc. It would bring tremendous benefit, which allow companies to easily identify their customer demographics. Several approaches have been proposed with remarkable results. However, because of the lack of open and multi-ethnic datasets, most modern age and gender estimating models were trained solely based on white people with Western facial features, and thus fall short with non-Caucasian people. In this paper, we developed an applicable Wide ResNet model to estimate the age and the gender of Asian faces. The model was trained with a newly improved Asian face database. The experiments have shown promising results, as it can match the performance of Microsoft’s how-old API estimator in a specific dataset. Springer Singapore 2020-08-27 2020 /pmc/articles/PMC7451232/ /pubmed/33063055 http://dx.doi.org/10.1007/s42979-020-00294-w Text en © Springer Nature Singapore Pte Ltd 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Original Research
Huynh, Hieu Trung
Nguyen, Hoang
Joint Age Estimation and Gender Classification of Asian Faces Using Wide ResNet
title Joint Age Estimation and Gender Classification of Asian Faces Using Wide ResNet
title_full Joint Age Estimation and Gender Classification of Asian Faces Using Wide ResNet
title_fullStr Joint Age Estimation and Gender Classification of Asian Faces Using Wide ResNet
title_full_unstemmed Joint Age Estimation and Gender Classification of Asian Faces Using Wide ResNet
title_short Joint Age Estimation and Gender Classification of Asian Faces Using Wide ResNet
title_sort joint age estimation and gender classification of asian faces using wide resnet
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7451232/
https://www.ncbi.nlm.nih.gov/pubmed/33063055
http://dx.doi.org/10.1007/s42979-020-00294-w
work_keys_str_mv AT huynhhieutrung jointageestimationandgenderclassificationofasianfacesusingwideresnet
AT nguyenhoang jointageestimationandgenderclassificationofasianfacesusingwideresnet