Proceedings of the 2016 3rd International Conference on Mechatronics and Information Technology

Multiple Instance Learning with Deep Instance Selection for Video-based Face Recognition

Authors
Ning Liu
Corresponding Author
Ning Liu
Available Online April 2016.
DOI
10.2991/icmit-16.2016.57How to use a DOI?
Keywords
Multiple instance learning, deep learning, video-based face recognition.
Abstract

In many real-world video-based face recognition scenarios, videos are usually captured under unconstrained conditions. It is very challenging because of low face resolutions, varying head pose and complex lighting. To address this issue, we present a new method by formulating the video-based face recognition issue as a multi-instance learning (MIL) problem. Specifically, given a pair of videos, we generate a bag composed of all the frame pairs from the two videos. The bag is positive if the given pair of videos is from the same person, otherwise it is negative. In this way, the recognition task is formulated as a binary classification problem in MIL. Then we propose a novel MIL algorithm with deep instance selection (MILDIS), which maps each bag into a feature space defined by the selected instances via an instance similarity measure. Our work achieves the state-of-the-art performances on the real-world datasets YouTube Faces (YTF) according to the restricted protocol.

Copyright
© 2016, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Download article (PDF)

Volume Title
Proceedings of the 2016 3rd International Conference on Mechatronics and Information Technology
Series
Advances in Computer Science Research
Publication Date
April 2016
ISBN
10.2991/icmit-16.2016.57
ISSN
2352-538X
DOI
10.2991/icmit-16.2016.57How to use a DOI?
Copyright
© 2016, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Ning Liu
PY  - 2016/04
DA  - 2016/04
TI  - Multiple Instance Learning with Deep Instance Selection for Video-based Face Recognition
BT  - Proceedings of the 2016 3rd International Conference on Mechatronics and Information Technology
PB  - Atlantis Press
SP  - 327
EP  - 332
SN  - 2352-538X
UR  - https://doi.org/10.2991/icmit-16.2016.57
DO  - 10.2991/icmit-16.2016.57
ID  - Liu2016/04
ER  -