Face Template Creation: Is Centroid Method a suitable approach?

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26220%2F14%3APU108847" target="_blank" >RIV/00216305:26220/14:PU108847 - isvavai.cz</a>

Alternative codes found

RIV/45477388:_____/14:#0000027

Result on the web

<a href="https://ieeexplore.ieee.org/document/6828428" target="_blank" >https://ieeexplore.ieee.org/document/6828428</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1109/Radioelek.2014.6828428" target="_blank" >10.1109/Radioelek.2014.6828428</a>

Result language

angličtina

Original language name

Face Template Creation: Is Centroid Method a suitable approach?

Original language description

The 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.

Czech name

—

Czech description

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 facetemplate 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 prop

Type

D - Article in proceedings

CEP classification

JA - Electronics and optoelectronics

OECD FORD branch

20201 - Electrical and electronic engineering

Project

Result was created during the realization of more than one project. More information in the Projects tab.

Continuities

P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year

2014

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection

Proceedings of 24th International Conference Radioelektronika 2014

ISBN

978-1-4799-3714-1

ISSN

—

e-ISSN

—

Number of pages

6

Pages from-to

724-729

Publisher name

IEEE

Place of publication

New York

Event location

Bratislava

Event date

Apr 15, 2014

Type of event by nationality

WRD - Celosvětová akce

UT code for WoS article

000356360200024