AgeDB: the first manually collected, in-the-wild age database

Conference keynote


Moschoglou, S., Papaioannou, A., Sagonas, C., Deng, J., Kotsia, I. and Zafeiriou, S. 2017. AgeDB: the first manually collected, in-the-wild age database. CVPRW 2017: 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). Honolulu, HI, USA 21 - 26 Jul 2017 Institute of Electrical and Electronics Engineers (IEEE). pp. 1997-2005 https://doi.org/10.1109/CVPRW.2017.250
TypeConference keynote
TitleAgeDB: the first manually collected, in-the-wild age database
AuthorsMoschoglou, S., Papaioannou, A., Sagonas, C., Deng, J., Kotsia, I. and Zafeiriou, S.
Abstract

Over the last few years, increased interest has arisen with respect to age-related tasks in the Computer Vision community. As a result, several "in-the-wild" databases annotated with respect to the age attribute became available in the literature. Nevertheless, one major drawback of these databases is that they are semi-automatically collected and annotated and thus they contain noisy labels. Therefore, the algorithms that are evaluated in such databases are prone to noisy estimates. In order to overcome such drawbacks, we present in this paper the first, to the best of knowledge, manually collected "in-the-wild" age database, dubbed AgeDB, containing images annotated with accurate to the year, noise-free labels. As demonstrated by a series of experiments utilizing state-of-the-art algorithms, this unique property renders AgeDB suitable when performing experiments on age-invariant face verification, age estimation and face age progression "in-the-wild".

LanguageEnglish
ConferenceCVPRW 2017: 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
Page range1997-2005
ISSN2160-7516
ISBN
Electronic9781538607336
Paperback9781538607343
PublisherInstitute of Electrical and Electronics Engineers (IEEE)
Publication dates
Print26 Jul 2017
Online24 Aug 2017
Publication process dates
Deposited16 Jun 2017
Accepted07 May 2017
Output statusPublished
Accepted author manuscript
Copyright Statement

© 2017 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.

Additional information

S. Moschoglou, A. Papaioannou, C. Sagonas, J. Deng, I. Kotsia and S. Zafeiriou, "AgeDB: The First Manually Collected, In-the-Wild Age Database," 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Honolulu, HI, 2017, pp. 1997-2005. doi: 10.1109/CVPRW.2017.250

Digital Object Identifier (DOI)https://doi.org/10.1109/CVPRW.2017.250
Book title2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
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