Detail publikace
On Possibilities of Human Head Detection for Person Flow Monitoring System
Dolezel P. Stursa D. Skrabanek P.
Anglický název
On Possibilities of Human Head Detection for Person Flow Monitoring System
Typ
článek ve sborníku ve WoS nebo Scopus
Jazyk
en
Originální abstrakt
Along with the development of human society, economy, industry and engineering, as well as with growing population in the world’s biggest cities, various approaches to person detection have become the subject of great interest. One approach to developing a person detection system is proposed in this paper. A high-angle video sequence is considered as the input to the system. Then, three classification algorithms are considered: support vector machines, pattern recognition neural networks and convolutional neural networks. The results showed very little difference between the classifiers, with the overall accuracy more than 95% over a testing set.
Anglický abstrakt
Along with the development of human society, economy, industry and engineering, as well as with growing population in the world’s biggest cities, various approaches to person detection have become the subject of great interest. One approach to developing a person detection system is proposed in this paper. A high-angle video sequence is considered as the input to the system. Then, three classification algorithms are considered: support vector machines, pattern recognition neural networks and convolutional neural networks. The results showed very little difference between the classifiers, with the overall accuracy more than 95% over a testing set.
Klíčová slova anglicky
Person flow monitoring, Support vector machines, Pattern recognition neural network, Convolutional neural network. Histograms of oriented gradients
Vydáno
16.05.2019
Nakladatel
Springer Verlag
Místo
Cham
ISSN
0302-9743
Kniha
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Ročník
11507 LNCS
Strany od–do
402–413
Počet stran
12
BIBTEX
@inproceedings{BUT157763,
author="Pavel {Škrabánek},
title="On Possibilities of Human Head Detection for Person Flow Monitoring System",
booktitle="Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
year="2019",
volume="11507 LNCS",
month="May",
pages="402--413",
publisher="Springer Verlag",
address="Cham",
issn="0302-9743"
}