Face Spoofing Detection for Smartphones using a 3D Reconstruction and the Motion Sensors
Kim Trong Nguyen, Cathel Zitzmann, Florent Retraint, Agnès Delahaies, Frédéric Morain-Nicolier, Hoai Phuong Nguyen
2018
Abstract
Face recognition system is proven to be vulnerable to face spoofing attack. Many approaches have been proposed in the literature to resolve this vulnerability. This paper proposes a novel method dedicated to mobile systems. The approach asks users to capture a video by moving the device around their face. Thanks to a 3D reconstruction process, the shape of the object is estimated from the video. By evaluating this 3D shape, we can rapidly eliminate attacks in which a photo of a legitimate face is used. Then, the camera’s poses estimated from the 3D reconstruction is used to be compared to the data captured from the device’s motion sensors. Experimental results on a real database show the efficiency of the proposed approach.
DownloadPaper Citation
in Harvard Style
Nguyen K., Nguyen K., Zitzmann C., Zitzmann C., Retraint F., Retraint F., Delahaies A., Delahaies A., Morain-Nicolier F., Morain-Nicolier F., Nguyen H. and Nguyen H. (2018). Face Spoofing Detection for Smartphones using a 3D Reconstruction and the Motion Sensors.In Proceedings of the 4th International Conference on Information Systems Security and Privacy - Volume 1: ICISSP, ISBN 978-989-758-282-0, pages 286-291. DOI: 10.5220/0006602202860291
in Bibtex Style
@conference{icissp18,
author={Kim Trong Nguyen and Kim Trong Nguyen and Cathel Zitzmann and Cathel Zitzmann and Florent Retraint and Florent Retraint and Agnès Delahaies and Agnès Delahaies and Frédéric Morain-Nicolier and Frédéric Morain-Nicolier and Hoai Phuong Nguyen and Hoai Phuong Nguyen},
title={Face Spoofing Detection for Smartphones using a 3D Reconstruction and the Motion Sensors},
booktitle={Proceedings of the 4th International Conference on Information Systems Security and Privacy - Volume 1: ICISSP,},
year={2018},
pages={286-291},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006602202860291},
isbn={978-989-758-282-0},
}
in EndNote Style
TY - CONF
JO - Proceedings of the 4th International Conference on Information Systems Security and Privacy - Volume 1: ICISSP,
TI - Face Spoofing Detection for Smartphones using a 3D Reconstruction and the Motion Sensors
SN - 978-989-758-282-0
AU - Nguyen K.
AU - Nguyen K.
AU - Zitzmann C.
AU - Zitzmann C.
AU - Retraint F.
AU - Retraint F.
AU - Delahaies A.
AU - Delahaies A.
AU - Morain-Nicolier F.
AU - Morain-Nicolier F.
AU - Nguyen H.
AU - Nguyen H.
PY - 2018
SP - 286
EP - 291
DO - 10.5220/0006602202860291