Image-Based Human Age Estimation by Manifold Learning and Locally Adjusted Robust Regression

Estimating human age automatically via facial image analysis has lots of potential real-world applications, such as human computer interaction and multimedia communication. However, it is still a challenging problem for the existing computer vision systems to automatically and effectively estimate h...

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Vydáno v:	IEEE transactions on image processing Ročník 17; číslo 7; s. 1178 - 1188
Hlavní autoři:	Guodong Guo, Yun Fu, Dyer, C.R., Huang, T.S.
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	New York, NY IEEE 01.07.2008 Institute of Electrical and Electronics Engineers The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Témata:	Adjustment Age Age manifold Aging Aging - physiology Algorithms Application software Applied sciences Artificial Intelligence Computer science; control theory; systems Computer vision Estimating Exact sciences and technology Face Face - anatomy & histology Face - physiology Feature extraction Human human age estimation Human computer interaction Humans Image analysis Image databases Image Enhancement - methods Image Interpretation, Computer-Assisted - methods Image processing Information, signal and communications theory Learning locally adjusted robust regression manifold learning Manifolds Multimedia communication Multimedia communications nonlinear regression Pattern Recognition, Automated - methods Pattern recognition. Digital image processing. Computational geometry Regression Analysis Reproducibility of Results Robustness Sensitivity and Specificity Signal and communications theory Signal processing Signal representation. Spectral analysis Signal, noise Studies support vector machine (SVM) support vector regression (SVR) Telecommunications and information theory Vision systems Weathering Performance evaluation nonlinear regression Automatic classification Age estimation human age estimation support vector machine (SVM) Vision system Support vector machine Multimedia communication manifold learning Learning Accuracy Database Man machine relation Localization Age manifold Computer vision Meteorological phenomenon Non linear regression Ageing Regression analysis Vector method Signal classification Image analysis locally adjusted robust regression support vector regression (SVR)
ISSN:	1057-7149, 1941-0042
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