Proceedings of the 2017 7th International Conference on Applied Science, Engineering and Technology (ICASET 2017)

A kind of Rapid Robust Human Detection Algorithm for the Interested Area

Authors
Xiaoting Chen, Yuan Shen, Jing Yin, Dongcai Liu, Xiaohu Zhao, Feng Chang
Corresponding Author
Xiaoting Chen
Available Online May 2017.
DOI
10.2991/icaset-17.2017.20How to use a DOI?
Keywords
Human detection, Expanded multi-scale direction feature, Nonnegative matrix decomposition, Intersection kernel support vector machine
Abstract

A kind of rapid two-level human detection algorithm based on the interested area was proposed in the paper, the coarse-level classifier was obtained via using the cascade training of multi-scale direction feature and Adaboost to extract the possibly human interested area, the decomposition and dimension reduction were realized via nonnegative matrix, and the précised classifier was obtained via the cascade training of dimension reduction feature and intersection kernel support vector machine to detect the human precisely. The experiment on INRIA public test set showed that the algorithm proposed in the paper improved the detection accuracy and greatly reduced the detection time when compared with the currently representative algorithm.

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 2017 7th International Conference on Applied Science, Engineering and Technology (ICASET 2017)
Series
Advances in Engineering Research
Publication Date
May 2017
ISBN
10.2991/icaset-17.2017.20
ISSN
2352-5401
DOI
10.2991/icaset-17.2017.20How 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  - Xiaoting Chen
AU  - Yuan Shen
AU  - Jing Yin
AU  - Dongcai Liu
AU  - Xiaohu Zhao
AU  - Feng Chang
PY  - 2017/05
DA  - 2017/05
TI  - A kind of Rapid Robust Human Detection Algorithm for the Interested Area
BT  - Proceedings of the 2017 7th International Conference on Applied Science, Engineering and Technology (ICASET 2017)
PB  - Atlantis Press
SP  - 108
EP  - 111
SN  - 2352-5401
UR  - https://doi.org/10.2991/icaset-17.2017.20
DO  - 10.2991/icaset-17.2017.20
ID  - Chen2017/05
ER  -