Mohammed Saaidia, A. Gattal, M. Maamri and M. Ramdani (2012) FACE EXPRESSION RECOGNITION USING AUTOREGRESSIVE MODELS TO TRAIN NEURAL NETWORK CLASSIFIERS. International Journal of New Computer Architectures and their Applications (IJNCAA) , (),
Scientific Publications
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Abstract
Neural network classifying method is used in this work to perform facial expression recognition. The processed
expressions were the six most pertinent facial expressions and the neutral one. This operation was
implemented in three steps. First, a neural network, trained using Zernike moments, was applied to the set of
the well known Yale and JAFFE database images to perform face detection. In the second step, Auto
Regressive modeling (AR) using 2D- Burg and Levinson filters was used for facial parameterization. At the last step, neural networks, trained on a set of the AR models, were applied to the rest of the images models to test method\'s performances and to compare the efficiency of the model’s representation (Burg and Levinson).
expressions were the six most pertinent facial expressions and the neutral one. This operation was
implemented in three steps. First, a neural network, trained using Zernike moments, was applied to the set of
the well known Yale and JAFFE database images to perform face detection. In the second step, Auto
Regressive modeling (AR) using 2D- Burg and Levinson filters was used for facial parameterization. At the last step, neural networks, trained on a set of the AR models, were applied to the rest of the images models to test method\'s performances and to compare the efficiency of the model’s representation (Burg and Levinson).
Information
| Item Type | Journal |
|---|---|
| Divisions |
» Faculty of Science and Technology |
| ePrint ID | 36 |
| Date Deposited | 2014-10-30 |
| Further Information | Google Scholar |
| URI | https://univ-soukahras.dz/en/publication/article/36 |
BibTex
@article{uniusa36,
title={FACE EXPRESSION RECOGNITION USING AUTOREGRESSIVE MODELS TO TRAIN NEURAL NETWORK CLASSIFIERS},
author={Mohammed Saaidia, A. Gattal, M. Maamri and M. Ramdani},
journal={International Journal of New Computer Architectures and their Applications (IJNCAA)}
year={2012},
volume={},
number={},
pages={},
publisher={}
}
title={FACE EXPRESSION RECOGNITION USING AUTOREGRESSIVE MODELS TO TRAIN NEURAL NETWORK CLASSIFIERS},
author={Mohammed Saaidia, A. Gattal, M. Maamri and M. Ramdani},
journal={International Journal of New Computer Architectures and their Applications (IJNCAA)}
year={2012},
volume={},
number={},
pages={},
publisher={}
}