Proceedings of the International Conference on Communication and Signal Processing 2016 (ICCASP 2016)

Distributed Face Recognition Using Hadoop

Authors
A. Thorat, V. Malhotra, S. Narvekar, A. Joshi
Corresponding Author
A. Thorat
Available Online December 2016.
DOI
10.2991/iccasp-16.2017.63How to use a DOI?
Keywords
MapReduce, Face Recognition, Distributed video analysis, Parallel computing.
Abstract

This paper introduces a scalable and flexible solution for face recognition using distributed Hadoop cluster. With the increase of use of CCTV for security purposes there is a need of efficient solution to utilize the vast data generated by them .In case of an investigation it is ideally required that the evidences are evaluated as fast as possible. Usually a week's recording of a CCTV footage is approximately 100 GB. Hence in this proposed solution we use avconv, OpenCV and Hadoop MapReduce for fast distributed video processing. We have experimented and analyzed the performance of facial recognition on different models and distributed configuration. We found Hadoop as an effective framework for video processing to recognize face.

Copyright
© 2017, 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/).

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Volume Title
Proceedings of the International Conference on Communication and Signal Processing 2016 (ICCASP 2016)
Series
Advances in Intelligent Systems Research
Publication Date
December 2016
ISBN
978-94-6252-305-0
ISSN
1951-6851
DOI
10.2991/iccasp-16.2017.63How to use a DOI?
Copyright
© 2017, 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  - A. Thorat
AU  - V. Malhotra
AU  - S. Narvekar
AU  - A. Joshi
PY  - 2016/12
DA  - 2016/12
TI  - Distributed Face Recognition Using Hadoop
BT  - Proceedings of the International Conference on Communication and Signal Processing 2016 (ICCASP 2016)
PB  - Atlantis Press
SP  - 419
EP  - 424
SN  - 1951-6851
UR  - https://doi.org/10.2991/iccasp-16.2017.63
DO  - 10.2991/iccasp-16.2017.63
ID  - Thorat2016/12
ER  -