4DFAB: a large scale 4D facial expression database for biometric applications

Conference paper


Cheng, S., Kotsia, I., Pantic, M. and Zafeiriou, S. 2018. 4DFAB: a large scale 4D facial expression database for biometric applications. CVPR 2018: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Salt Lake City, USA 18 - 22 Jun 2018 Institute of Electrical and Electronics Engineers (IEEE). pp. 5117-5126
TypeConference paper
Title4DFAB: a large scale 4D facial expression database for biometric applications
AuthorsCheng, S., Kotsia, I., Pantic, M. and Zafeiriou, S.
Abstract

The progress we are currently witnessing in many computer vision applications, including automatic face analysis, would not be made possible without tremendous efforts in collecting and annotating large scale visual databases. To this end, we propose 4DFAB, a new large scale database of dynamic high-resolution 3D faces (over 1,800,000 3D meshes). 4DFAB contains recordings of 180 subjects captured in four different sessions spanning over a five-year period. It contains 4D videos of subjects displaying both spontaneous and posed facial behaviours. The database can be used for both face and facial expression recognition, as well as behavioural biometrics. It can also be used to learn very powerful blendshapes for parametrising facial behaviour. In this paper, we conduct several experiments and demonstrate the usefulness of the database for various applications. The database will be made publicly available for research purposes.

ConferenceCVPR 2018: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
Page range5117-5126
ISBN
Hardcover9781538664209
PublisherInstitute of Electrical and Electronics Engineers (IEEE)
Publication dates
Print22 Jun 2018
Publication process dates
Deposited14 May 2018
Accepted21 Feb 2018
Accepted author manuscript
Copyright Statement

© 2018 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.

LanguageEnglish
Book title2018 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
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