Desarrollo de un Modelo de Reconocimiento y Clasificación de Rostro Utilizando Técnicas de Inteligencia Artificial (Lambda-Fuzzy)
DOI:
https://doi.org/10.21501/21454086.676Keywords:
Lógica difusa, Lamda, Reconocimiento facial, Análisis de componentes principales,Abstract
En este artículo se presenta una estrategia para el reconocimiento de imágenes estáticas, específicamente de reconocimiento facial a través de una técnica novedosa y reciente de clasificación que se llama método Lamda (Learning Algorithm for Multivariable Data Analysis). La estrategia consta de tres etapas que conforman el modelo de reconocimiento y clasificación presentado en este trabajo, la primera, denominada pre-procesamiento, es la encargada de adecuar las imágenes con procesos de filtrado y comprensión. La segunda etapa es la correspondiente a la extracción de características para obtener los atributos de las imágenes y diferenciarlas de manera correcta. Finalmente, la etapa de clasificación, que es la que relaciona las clases con las imágenes analizadas con la técnica Lambda.Downloads
References
Efraty, B., Bilgazyev, E. “Profile-based 3D-aided face recognition. J. Pattern Recognition”, vol 45, pp. 43-53, 2012.
Ngoc-Son Vu, Hannah M. Dee, Caplier, A. “Face recognition using the POEM descriptor”, J. Pattern Recognition, Vol 45, pp. 2478- 2488, 2012.
R. Wildes et al. “A System for Automated Iris Recognition”, Proc. 2nd IEEE Workshop Applicat. Comput. Vision, pp. 28, 1994.
Xiaoyang Tan, Songcan Chen, Zhi-Hua Zhou, Fuyan Zhang. “Face recognition from a single image per person: A survey”, J Pattern Recognition, Vol 39, pp. 1725- 1745, 2006.
L. Ma, T. Tan, Y. Wang and D. Zhang. “Personal Identification Based on Iris Texture Analysis”, IEEE, pp. 15, 2003.
A. H. Proença and L. A. Heidelberg. “ UBIRIS: A Noisy Iris Image Database “, SpringerLink, 18 de noviembre de 2005. Image Analysis and Processing – ICIAP, Vol. 3617, pp. 970- 977, 2005.
X. Zhang, Y. Gao. “Face recognition across pose: A review”. J Pattern Recognition, vol 42, pp. 2876-2896, 2009.
S. L. Phung. A. Bouserdoum. D. Chai. “Skin Segmentation Using Color Pixel Classification: Analysis and Comparison”. IEEE sections on pattern analysis and machine intelligence, vol. 27, no. 1, pp. 148-154, 2005.
J. Daugman and C. Downing. “Epigenetic randomness, complexity and singularity of human iris patterns”. Proc. R. Soc. Lond. B 268, pp. 1737-1740, 2001
J. A. Martin. Clasificación difusa, inteligencia artificial para la supervisión de procesos industriales, Universidad de los Andes, Consejo de Publicaciones, pp. 83-97, 2007.
N. Piera, P. Desroches, J. Aguilar. “An incremental conceptual clustering system”. Report technique 89420, LAAS/CNRS, 1989.
J. Aguilar, M. Balssa, R López. “Estimation recursive d’une partition. Examples d’apprentissage et autoapprentissagedansRn et In”. Rapport technique 880I39, LAAS/CNRS, 1980.
C. Uribe, C. Isaza, O. Gualdrón, C. Durán, A. Carvajal.: A Wrapper Approach Based on Clustering for Sensors Selection of Industrial Monitoring Systems, DCS – 2010 Int. Workshop. Fukuoka Japón, Nov. 4-6, 2010.
BouchraLamrini, Marie-Véronique Le Lann, Ahmed Benhammou, ElKhadirLakhal. “Detection of functional states by the LAMDA classification technique: application to a coagulation process in drinking water treatment”. J Comptes Rendus Physique, Vol. 6, Issue 10, pp. 1161-1168, 2005.
A. Orantes, T. Kempowsky, M.-V. Le Lann, J. Aguilar-Martin. “A new support methodology for the placement of sensors used for fault detection and diagnosis”. J Chemical Engineering and Processing: Process Intensification, Volume 47, Issue 3, pp. 330- 348, 2008.
J. Quevedo, V. Puig, G. Cembrano, J. Blanch, J. Aguilar, D. Saporta, G. Benito, M. Hedo, A. Molina. “Validation and reconstruction of flow meter data in the Barcelona water distribution network”. J.Control EngineeringPractice, Vol. 18, Issue 6, pp. 640-651, 2010.
Andrei Doncescu, Joseph Aguilar-Martin, Jean-Charles Atine. “Image color segmentation using the fuzzy tree algorithm T- LAMDA”. J Fuzzy Sets and Systems, Volume 158, Issue 3, pp. 230-238, 2007.
Tarazona Giovani, Tesis de Grado, “Estudio, diseño e implementación de un sistema de reconocimiento facial basado en inteligencia artificial con proyección a sistemas automáticos de seguridad” Universidad de Pamplona, 2010.
Downloads
Published
How to Cite
Issue
Section
License
In accordance with national and international copyrights, as well as publishing policies of "Fundación Universitaria Luis Amigó" and its Journal "Lámpsakos" (indexed with ISSN : 2145-4086), I (we ) hereby manifest:1. The desire to participate as writers and submit to the rules established by the magazine publishers.
2. The commitment not to withdraw the manuscript until the journal finishes the editing process of the ongoing issue.
3. That article is original and unpublished and has not been nominated or submitted together in another magazine; therefore, the rights of the article in evaluation have not been assigned in advance and they do not weigh any lien or limitation for use.
4. The absence of conflict of interest with commercial institution or association of any kind
5. The incorporation of the quotes and references from other authors, tending to avoid plagiarism. Accordingly, the author affirms that the paper being published do not violate copyright, intellectual property or privacy rights of third parties. Morover, if necessary there is a way of demonstrating the respective permits original copyright to the aspects or elements taken from other documents such as texts of more than 500 words, tables, graphs, among others. In the event of any claim or action by a third party regarding copyright on the article, the author (s) will assume full responsibility and come out in defense of the rights herein assigned. Therefore, for all purposes, the Journal "Lámpsakos" of the "Fundación Universitaria Luis Amigó" acts as a third party in good faith.
6. In the event of the publication of the article, the authors free of charge and on an exclusive basis the integrity of the economic rights and the right to print, reprint and reproduction in any form and medium, without any limitation as to territory is concerned, in favor of the Journal "Lámpsakos" of the "Fundación Universitaria Luis Amigó".