Face Recognition using Independent Component Analysis: Under Variation of Pose, Illumination and Facial Expressions - Couverture souple

Karande, Kailash; Talbar, Sanjay

 
9783659193590: Face Recognition using Independent Component Analysis: Under Variation of Pose, Illumination and Facial Expressions
Couverture souple
ISBN 10 : 3659193593 ISBN 13 : 9783659193590
Editeur : LAP LAMBERT Academic Publishing, 2012

Synopsis

The Independent Component Analysis (ICA) plays very important role in blind source separation and has many more applications in pattern recognition. The ICA is new area for researchers in the last decade for face recognition. There is much more scope for research using ICA for face recognition with different methods of feature extractions and needs to be addressed. As the promising applications of ICA is feature extraction, where it extracts independent image bases which are not necessarily orthogonal and it is sensitive to high order statistics. In the task of face recognition, important information may be contained in the high order relationship among pixels. Independent Component Analysis (ICA) minimizes both second order and higher-order dependencies in the input data and attempts to find the basis along with the data when projected onto them are statistically independent. So ICA seems to be a promising face feature extraction method.

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Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2012
Langue
anglais
ISBN 10 
3659193593
ISBN 13 
9783659193590
Reliure
Broché
Nombre de pages
136
Coordonnées du fabricant
non disponible
Personne responsable
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