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Authors: David González-Ortega ; F. J. Díaz-Pernas ; M. Antón-Rodríguez ; M. Martínez-Zarzuela ; I. de la Torre-Díez ; J. F. Díez-Higuera and D. Boto-Giralda

Affiliation: University of Valladolid, Spain

Keyword(s): Fuzzy ART Neural Network, Skin Color Filter, TSL Color Space.

Abstract: In this paper, we present a Fuzzy ART (Adaptive Resonance Theory) neural network application for skin color segmentation using the chromaticity components of the TSL color space. The Fuzzy ART networks deal with the stability-plasticity dilemma and they can be applied to color image segmentation, particularly to skin color segmentation. The developed application has three modes: parameter setting, skin color filter creation, and skin color filter performance. Many parameters can be tuned to create proper skin color filters from manually selected skin regions in an image. A skin color filter is a LUT (Look-Up Table) that gives each color in the RGB color space, one of two different outputs, skin or non-skin color. The performance of different skin color filters can be compared with the application. A skin color filter can be used to make robust real-time skin color segmentation in video sequences captured by a webcam.

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Paper citation in several formats:
González-Ortega, D.; J. Díaz-Pernas, F.; Antón-Rodríguez, M.; Martínez-Zarzuela, M.; de la Torre-Díez, I.; F. Díez-Higuera, J. and Boto-Giralda, D. (2010). SELF ORGANIZING NEURAL NETWORK APPLICATION FOR SKIN COLOR SEGMENTATION. In Proceedings of the International Conference on Fuzzy Computation and 2nd International Conference on Neural Computation (IJCCI 2010) - ICNC; ISBN 978-989-8425-32-4, SciTePress, pages 425-428. DOI: 10.5220/0003083304250428

@conference{icnc10,
author={David González{-}Ortega. and F. {J. Díaz{-}Pernas}. and M. Antón{-}Rodríguez. and M. Martínez{-}Zarzuela. and I. {de la Torre{-}Díez}. and J. {F. Díez{-}Higuera}. and D. Boto{-}Giralda.},
title={SELF ORGANIZING NEURAL NETWORK APPLICATION FOR SKIN COLOR SEGMENTATION},
booktitle={Proceedings of the International Conference on Fuzzy Computation and 2nd International Conference on Neural Computation (IJCCI 2010) - ICNC},
year={2010},
pages={425-428},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003083304250428},
isbn={978-989-8425-32-4},
}

TY - CONF

JO - Proceedings of the International Conference on Fuzzy Computation and 2nd International Conference on Neural Computation (IJCCI 2010) - ICNC
TI - SELF ORGANIZING NEURAL NETWORK APPLICATION FOR SKIN COLOR SEGMENTATION
SN - 978-989-8425-32-4
AU - González-Ortega, D.
AU - J. Díaz-Pernas, F.
AU - Antón-Rodríguez, M.
AU - Martínez-Zarzuela, M.
AU - de la Torre-Díez, I.
AU - F. Díez-Higuera, J.
AU - Boto-Giralda, D.
PY - 2010
SP - 425
EP - 428
DO - 10.5220/0003083304250428
PB - SciTePress