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Age Estimation Using Additional Unlabeled Face Images | Graphics and Media Lab

Age Estimation Using Additional Unlabeled Face Images

TitleAge Estimation Using Additional Unlabeled Face Images
Publication TypeConference Paper
Year of Publication2010
AuthorsLukina T, Konushin V
Refereed DesignationUnknown
Conference NamePRIA-10-2010
Pagination305-307
Publication LanguageEnglish
ISBN 978-5-7325-0972-4
KeywordsAge estimation, Face classification, Local Binary Pattern, machine learning
Abstract

Automatic age estimation from face images is an important and actual problem due to its practical significance. Among all existing methods, the best results are achieved by methods based on machine learning algorithms. In such algorithms training set size has a strong influence on error rate. In this paper we propose a way to increase training set size by adding unlabeled pairs of photos of the same person. The only application restriction is that photos within each pair must be taken with insignificant time difference so that the person?s age on both photos is approximately equal. Most face recognition databases meet this condition and enable age estimation rate improvement.

Citation Key578