MODIFIED LOCAL BINARY PATTERN (MLBP) FOR ROBUST FACE RECOGNITION
Mohammad Moinul Islam, Vijayan K. Asari, Mohammed Nazrul Islam, Mohammad A. Karim
2011
Abstract
This paper presents an improvement of Local Binary Pattern (LBP) for robust face representation under varying lighting conditions. Original LBP operator compares pixels in a local neighbourhood with the centre pixel and converts the resultant binary string to 8-bit integer value. So, it is less effective under difficult lighting conditions where variation between pixels is negligible. Our proposed MLBP uses two stage encoding procedure which is more robust in detecting this variation in a local patch. The performance of the proposed method is compared with the baseline LBP under different illumination conditions.
DownloadPaper Citation
in Harvard Style
Moinul Islam M., K. Asari V., Nazrul Islam M. and A. Karim M. (2011). MODIFIED LOCAL BINARY PATTERN (MLBP) FOR ROBUST FACE RECOGNITION.In Proceedings of the International Conference on Neural Computation Theory and Applications - Volume 1: NCTA, (IJCCI 2011) ISBN 978-989-8425-84-3, pages 147-152. DOI: 10.5220/0003678001470152
in Bibtex Style
@conference{ncta11,
author={Mohammad Moinul Islam and Vijayan K. Asari and Mohammed Nazrul Islam and Mohammad A. Karim},
title={MODIFIED LOCAL BINARY PATTERN (MLBP) FOR ROBUST FACE RECOGNITION},
booktitle={Proceedings of the International Conference on Neural Computation Theory and Applications - Volume 1: NCTA, (IJCCI 2011)},
year={2011},
pages={147-152},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003678001470152},
isbn={978-989-8425-84-3},
}
in EndNote Style
TY - CONF
JO - Proceedings of the International Conference on Neural Computation Theory and Applications - Volume 1: NCTA, (IJCCI 2011)
TI - MODIFIED LOCAL BINARY PATTERN (MLBP) FOR ROBUST FACE RECOGNITION
SN - 978-989-8425-84-3
AU - Moinul Islam M.
AU - K. Asari V.
AU - Nazrul Islam M.
AU - A. Karim M.
PY - 2011
SP - 147
EP - 152
DO - 10.5220/0003678001470152