4DFAB: A large scale 4D database for facial expression analysis and biometric applications

File Description SizeFormat 
1712.01443.pdfAccepted version5.53 MBAdobe PDFView/Open
Title: 4DFAB: A large scale 4D database for facial expression analysis and biometric applications
Authors: Cheng, S
Kotsia, I
Pantic, M
Zafeiriou, S
Item Type: Conference Paper
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.
Issue Date: 17-Dec-2018
Date of Acceptance: 18-Jun-2018
URI: http://hdl.handle.net/10044/1/71007
DOI: https://doi.org/10.1109/CVPR.2018.00537
ISBN: 9781538664209
ISSN: 1063-6919
Publisher: IEEE
Start Page: 5117
End Page: 5126
Journal / Book Title: 2018 IEEE/CVF conference on computer vision and pattern recognition (CVPR)
Copyright Statement: © 2018 IEEE.
Sponsor/Funder: Engineering & Physical Science Research Council (EPSRC)
Engineering & Physical Science Research Council (E
Funder's Grant Number: EP/J017787/1
EP/N007743/1
Conference Name: 31st IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
Keywords: Science & Technology
Technology
Computer Science, Artificial Intelligence
Computer Science
3D
Science & Technology
Technology
Computer Science, Artificial Intelligence
Computer Science
3D
Publication Status: Published
Start Date: 2018-06-18
Finish Date: 2018-06-23
Conference Place: Salt Lake City, UT, United States
Online Publication Date: 2018-12-17
Appears in Collections:Computing



Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.

Creative Commons