Detail publikace

Face Template Creation: Is Centroid Method a suitable approch?

MALACH, T. POMENKOVÁ, J.

Originální název

Face Template Creation: Is Centroid Method a suitable approch?

Český název

Face Template Creation: Is Centroid Method a suitable approch?

Typ

článek ve sborníku ve WoS nebo Scopus

Jazyk

cs

Originální abstrakt

This paper presents a research and development of a face template creation sub-system, which serves a part of a face-based identification system. This system is intended to be used in surveillance camera systems. The paper addresses a problem of contradicting requirements on the face recognition system - near-real time recognition and a low error rate. The research, we have conducted, has shown that a solution may be found in designing an adequate face template database and in applying appropriate face template creation algorithms. Face templates have a significant influence on the correct classification rate, while the number of temples is directly proportional to the classification time. The results of our research have so far proved that using the Centroid Method for face templates creation is the best performing approach. The paper presents two novel methods for a face template creation in order to investigate whether the Centroid Method may be outperformed. The performance of proposed face template methods is evaluated on images from an extensive IFaViD database assembled during our research, images were captured by a surveillance camera system.

Český abstrakt

This paper presents a research and development of a face template creation sub-system, which serves a part of a face-based identification system. This system is intended to be used in surveillance camera systems. The paper addresses a problem of contradicting requirements on the face recognition system - near-real time recognition and a low error rate. The research, we have conducted, has shown that a solution may be found in designing an adequate face template database and in applying appropriate face template creation algorithms. Face templates have a significant influence on the correct classification rate, while the number of temples is directly proportional to the classification time. The results of our research have so far proved that using the Centroid Method for face templates creation is the best performing approach. The paper presents two novel methods for a face template creation in order to investigate whether the Centroid Method may be outperformed. The performance of proposed face template methods is evaluated on images from an extensive IFaViD database assembled during our research, images were captured by a surveillance camera system.

Klíčová slova

face templates, face recognition, real-word conditions, face template database

Rok RIV

2014

Vydáno

06.03.2014

ISBN

978-1-4799-3714-1

Kniha

Proceedings of 24th International Conference Radioelektronika 2014

Strany od

724

Strany do

729

Strany počet

6

BibTex


@inproceedings{BUT107259,
  author="Tobiáš {Malach} and Jitka {Poměnková}",
  title="Face Template Creation: Is Centroid Method a suitable approch?",
  annote="This paper presents a research and development of
a face template creation sub-system, which serves a part of a
face-based identification system. This system is intended to be
used in surveillance camera systems. The paper addresses a
problem of contradicting requirements on the face recognition
system - near-real time recognition and a low error rate. The
research, we have conducted, has shown that a solution may be
found in designing an adequate face template database and in
applying appropriate face template creation algorithms. Face
templates have a significant influence on the correct classification
rate, while the number of temples is directly proportional to the
classification time. The results of our research have so far proved
that using the Centroid Method for face templates creation is the
best performing approach. The paper presents two novel
methods for a face template creation in order to investigate
whether the Centroid Method may be outperformed. The
performance of proposed face template methods is evaluated on
images from an extensive IFaViD database assembled during our
research, images were captured by a surveillance camera system.",
  booktitle="Proceedings of 24th International Conference Radioelektronika 2014",
  chapter="107259",
  howpublished="print",
  year="2014",
  month="march",
  pages="724--729",
  type="conference paper"
}