https://scholars.lib.ntu.edu.tw/handle/123456789/581327
標題: | Joint estimation of age and expression by combining scattering and convolutional networks | 作者: | Yang H.-F Lin B.-Y Chang K.-Y CHU-SONG CHEN |
關鍵字: | Convolution; Learning systems; Neural networks; Age estimation; Convolutional networks; Expression recognition; Multilevels; Multitask learning; Scattering networks; Transfer learning; Deep learning | 公開日期: | 2018 | 卷: | 14 | 期: | 1 | 來源出版物: | ACM Transactions on Multimedia Computing, Communications and Applications | 摘要: | This article tackles the problem of joint estimation of human age and facial expression. This is an important yet challenging problem because expressions can alter face appearances in a similar manner to human aging. Different from previous approaches that deal with the two tasks independently, our approach trains a convolutional neural network (CNN) model that unifies ordinal regression and multi-class classification in a single framework. We demonstrate experimentally that our method performs more favorably against state-of-the-art approaches. ? 2018 ACM. |
URI: | https://www.scopus.com/inward/record.uri?eid=2-s2.0-85042552102&doi=10.1145%2f3152118&partnerID=40&md5=c006c617f78e9ae63d37167049d54f05 https://scholars.lib.ntu.edu.tw/handle/123456789/581327 |
ISSN: | 15516857 | DOI: | 10.1145/3152118 |
顯示於: | 資訊工程學系 |
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