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Authors: Y. Aidarous ; S. Le Gallou ; A. Sattar and R. Seguier

Affiliation: SUPELEC/IETR, Team SCEE, France

Keyword(s): Face alignment, Active Appearence Model, Nelder Mead Simplex.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Biomedical Engineering ; Biomedical Signal Processing ; Data Manipulation ; Data Mining ; Databases and Information Systems Integration ; Enterprise Information Systems ; Health Engineering and Technology Applications ; Human-Computer Interaction ; Methodologies and Methods ; Neurocomputing ; Neurotechnology, Electronics and Informatics ; Pattern Recognition ; Physiological Computing Systems ; Sensor Networks ; Signal Processing ; Soft Computing

Abstract: The active appearance models (AAM) are robust in face alignment. We use this method to analyze gesture and motions of faces in Human Machine Interfaces (HMI) for embedded systems (mobile phone, game console, PDA: Personal Digital Assistant). However these models are not only high memory consumer but also efficient especially when the aligning objects in the learning data base, which generate model, are imperfectly represented. We propose a new optimization method based on Nelder Mead Simplex (NELDER and MEAD, 1965). The Simplex reduces 73% of memory requirement and improves the efficiency of AAM at the same time. The test carried out on unknown faces (from BioID data base (BioID, )) shows that our proposition provides accurate alignment whereas the classical AAM is unable to align the object.

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Paper citation in several formats:
Aidarous, Y.; Le Gallou, S.; Sattar, A. and Seguier, R. (2007). FACE ALIGNMENT USING ACTIVE APPEARANCE MODEL OPTIMIZED BY SIMPLEX. In Proceedings of the Second International Conference on Computer Vision Theory and Applications (VISIGRAPP 2007) - Volume 2: VISAPP; ISBN 978-972-8865-74-0; ISSN 2184-4321, SciTePress, pages 231-236. DOI: 10.5220/0002045302310236

@conference{visapp07,
author={Y. Aidarous. and S. {Le Gallou}. and A. Sattar. and R. Seguier.},
title={FACE ALIGNMENT USING ACTIVE APPEARANCE MODEL OPTIMIZED BY SIMPLEX},
booktitle={Proceedings of the Second International Conference on Computer Vision Theory and Applications (VISIGRAPP 2007) - Volume 2: VISAPP},
year={2007},
pages={231-236},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002045302310236},
isbn={978-972-8865-74-0},
issn={2184-4321},
}

TY - CONF

JO - Proceedings of the Second International Conference on Computer Vision Theory and Applications (VISIGRAPP 2007) - Volume 2: VISAPP
TI - FACE ALIGNMENT USING ACTIVE APPEARANCE MODEL OPTIMIZED BY SIMPLEX
SN - 978-972-8865-74-0
IS - 2184-4321
AU - Aidarous, Y.
AU - Le Gallou, S.
AU - Sattar, A.
AU - Seguier, R.
PY - 2007
SP - 231
EP - 236
DO - 10.5220/0002045302310236
PB - SciTePress