Face Template Creation: Is Centroid Method a suitable approach?

Kód výsledku v 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>

Nalezeny alternativní kódy

RIV/45477388:_____/14:#0000027

Výsledek na webu

<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>

Jazyk výsledku

angličtina

Název v původním jazyce

Face Template Creation: Is Centroid Method a suitable approach?

Popis výsledku v původním jazyce

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.

Název v anglickém jazyce

Face Template Creation: Is Centroid Method a suitable approach?

Popis výsledku anglicky

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.

Druh

D - Stať ve sborníku

CEP obor

JA - Elektronika a optoelektronika, elektrotechnika

OECD FORD obor

20201 - Electrical and electronic engineering

Projekt

Výsledek vznikl pri realizaci vícero projektů. Více informací v záložce Projekty.

Návaznosti

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

Rok uplatnění

2014

Kód důvěrnosti údajů

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

Název statě ve sborníku

Proceedings of 24th International Conference Radioelektronika 2014

ISBN

978-1-4799-3714-1

ISSN

—

e-ISSN

—

Počet stran výsledku

6

Strana od-do

724-729

Název nakladatele

IEEE

Místo vydání

New York

Místo konání akce

Bratislava

Datum konání akce

15. 4. 2014

Typ akce podle státní příslušnosti

WRD - Celosvětová akce

Kód UT WoS článku

000356360200024