Gary Atkinson Gary.Atkinson@uwe.ac.uk
Associate Professor
Gary Atkinson Gary.Atkinson@uwe.ac.uk
Associate Professor
Mark Hansen Mark.Hansen@uwe.ac.uk
Professor of Machine Vision and Machine Learning
Melvyn Smith Melvyn.Smith@uwe.ac.uk
Research Centre Director Vision Lab/Prof
Lyndon Smith Lyndon.Smith@uwe.ac.uk
Professor in Computer Simulation and Machine
This paper is concerned with the acquisition of model data for automatic 3D face recognition applications. As 3D methods become progressively more popular in face recognition research, the need for fast and accurate data capture has become crucial. This paper is motivated by this need and offers three primary contributions. Firstly, the paper demonstrates that four-source photometric stereo offers a potential means for data capture that is computationally and financially viable and easily deployable in commercial settings. We have shown that both visible light and less intrusive near infrared light is suitable for facial illumination. The second contribution is a detailed set of experimental results that compare the accuracy of the device to ground truth, which was captured using a commercial projected pattern range finder. Importantly, we show that not only is near infrared light a valid alternative to the more commonly exploited visible light, but that it actually gives more accurate reconstructions. Finally, we assess the validity of the Lambertian assumption on skin reflectance data and show that better results may be obtained by incorporating more advanced reflectance functions, such as the Oren-Nayar model.
Presentation Conference Type | Conference Paper (unpublished) |
---|---|
Conference Name | International Conference and Exhibition on Biometrics Technology |
Start Date | Sep 2, 2010 |
End Date | Sep 4, 2010 |
Publication Date | Dec 1, 2010 |
Deposit Date | Nov 8, 2012 |
Publicly Available Date | Feb 9, 2016 |
Peer Reviewed | Peer Reviewed |
Pages | 11-19 |
Keywords | photometric stereo, face recognition, 3D acquisition, infrared light, visible light |
Public URL | https://uwe-repository.worktribe.com/output/972966 |
Publisher URL | http://www.sciencedirect.com/science/article/pii/S1877050910003339 |
Additional Information | Title of Conference or Conference Proceedings : Proceedings of the International Conference and Exhibition on Biometrics Technology |
Contract Date | Feb 9, 2016 |
icebt10_repo.pdf
(1.9 Mb)
PDF
A matter of evidence
(2020)
Other
Facial feature extraction and change analysis using photometric stereo
(2009)
Presentation / Conference
About UWE Bristol Research Repository
Administrator e-mail: repository@uwe.ac.uk
This application uses the following open-source libraries:
Apache License Version 2.0 (http://www.apache.org/licenses/)
Apache License Version 2.0 (http://www.apache.org/licenses/)
SIL OFL 1.1 (http://scripts.sil.org/OFL)
MIT License (http://opensource.org/licenses/mit-license.html)
CC BY 3.0 ( http://creativecommons.org/licenses/by/3.0/)
Powered by Worktribe © 2024
Advanced Search