Vision-based Detection of Humans on the Ground from Actual Aerial Images by Informed Filters using Only Color Features

Takuro Oki, Risako Aoki, Shingo Kobayashi, Ryusuke Miyamoto, Hiroyuki Yomo, Shinsuke Hara

2019

Abstract

In this paper, we construct a novel sensor network system that can measure real-time vital signs of the human body during exercise even at high speeds and in crowded regions. The sensor network estimates locations of sensor nodes using image processing to extract locations of humans wearing sensors. This paper evaluates the accuracy of human detection by informed-filters using only color features for actual aerial images. To carry out the evaluation, a novel dataset composed of actual images captured using a camera mounted on a drone was created. Experimental results show that significant accuracy can be achieved by the detector. In addition, the number of weak classifiers in a strong classifier can be reduced to 125 without significant degradation of the detection accuracy.

Paper Citation

in Harvard Style

Oki T., Aoki R., Kobayashi S., Miyamoto R., Yomo H. and Hara S. (2019). Vision-based Detection of Humans on the Ground from Actual Aerial Images by Informed Filters using Only Color Features.In Proceedings of the 7th International Conference on Sport Sciences Research and Technology Support - Volume 1: icSPORTS, ISBN 978-989-758-383-4, pages 84-89. DOI: 10.5220/0008166000840089

in Bibtex Style

@conference{icsports19,
author={Takuro Oki and Risako Aoki and Shingo Kobayashi and Ryusuke Miyamoto and Hiroyuki Yomo and Shinsuke Hara},
title={Vision-based Detection of Humans on the Ground from Actual Aerial Images by Informed Filters using Only Color Features},
booktitle={Proceedings of the 7th International Conference on Sport Sciences Research and Technology Support - Volume 1: icSPORTS,},
year={2019},
pages={84-89},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0008166000840089},
isbn={978-989-758-383-4},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 7th International Conference on Sport Sciences Research and Technology Support - Volume 1: icSPORTS,
TI - Vision-based Detection of Humans on the Ground from Actual Aerial Images by Informed Filters using Only Color Features
SN - 978-989-758-383-4
AU - Oki T.
AU - Aoki R.
AU - Kobayashi S.
AU - Miyamoto R.
AU - Yomo H.
AU - Hara S.
PY - 2019
SP - 84
EP - 89
DO - 10.5220/0008166000840089