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Seventh IEEE International Conference on Automatic Face and Gesture Recognition (FG'06)
Database Size Effects on Performance on a Smart Card Face Verification System
University of Southampton,UK
April 10-April 12
ISBN: 0-7695-2503-2
ASCII Text
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Thirimachos Bourlai, Josef Kittler, Kieron Messer, "Database Size Effects on Performance on a Smart Card Face Verification System," Automatic Face and Gesture Recognition, IEEE International Conference on, pp. 61-66, Seventh IEEE International Conference on Automatic Face and Gesture Recognition (FG'06), 2006.
 
 
BibTex
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@article{ 10.1109/FGR.2006.36,
author = {Thirimachos Bourlai and Josef Kittler and Kieron Messer},
title = {Database Size Effects on Performance on a Smart Card Face Verification System},
journal ={Automatic Face and Gesture Recognition, IEEE International Conference on},
volume = {0},
year = {2006},
isbn = {0-7695-2503-2},
pages = {61-66},
doi = {http://doi.ieeecomputersociety.org/10.1109/FGR.2006.36},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - CONF
JO - Automatic Face and Gesture Recognition, IEEE International Conference on
TI - Database Size Effects on Performance on a Smart Card Face Verification System
SN - 0-7695-2503-2
SP61
EP66
A1 - Thirimachos Bourlai,
A1 - Josef Kittler,
A1 - Kieron Messer,
PY - 2006
KW - null
VL - 0
JA - Automatic Face and Gesture Recognition, IEEE International Conference on
ER -
 
Thirimachos Bourlai, University of Surrey, UK
Josef Kittler, University of Surrey, UK
Kieron Messer, University of Surrey, UK
We study the effect of development set size on system performance, as measured by verification error. The study was performed using the FERET and FRGC2 databases to construct development training sets of varying size, while XM2VTS was used to test the system. Surprisingly, the achievable performance levels off relatively quickly. Increasing the size of the development set does not bring any benefit. On the contrary it may result in performance degradation. This finding appears to be development set independent. However, the choice of the development set size is protocol dependent.
Citation:
Thirimachos Bourlai, Josef Kittler, Kieron Messer, "Database Size Effects on Performance on a Smart Card Face Verification System," fg, pp.61-66, Seventh IEEE International Conference on Automatic Face and Gesture Recognition (FG'06), 2006
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