2009 · 12 citations · 11 references
ComputingComputer ScienceAgingComputer VisionFeature EngineeringAge EstimationFace RecognitionFacial ExpressionAdaboostFace Feature ExtractionFacial Recognition SystemsLocal Feature DescriptorsLocal Feature DetectionRegression-based Age Prediction
With the extensive study on various facial variations, such as illumination, expression gender and age, more and more researchers have realized the importance of the aging effect to a robust face recognition system and engaged in the study on automatic human age estimation based on analysis of human face image. But up to now, most of them focus on the methods based on features extracted from the whole face image. In this paper we develop a framework to estimate human age using the local features from some regions of human face images which are sensitive to aging process. The adaboost algorithm is applied to find the regions we need and LBP features are extracted to model a robust quadratic regression function for age estimation.
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Yuhai Wu, Vladimir Vapnik · Technometrics · 1999 · 27K citations
Nonlinear Dimensionality Reduction by Locally Linear Embedding
Sam T. Roweis, Lawrence K. Saul · Science · 2000 · 15K citations
MORPH: A Longitudinal Image Database of Normal Adult Age-Progression
Karl Ricanek, Tamirat Tesafaye · 2006 · 1.2K citations
Education, Human Development, Aging +12
Age Classification from Facial Images
Young H. Kwon, Niels da Vitoria Lobo · Computer Vision and Image Understanding · 1999 · 549 citations · Full text
Education, Geriatric Medicine, Aging +13