Applying Artificial Neural Networks for Face Recognition
Author
Source
Advances in Artificial Neural Systems
Issue
Vol. 2011, Issue 2011 (31 Dec. 2011), pp.1-16, 16 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2011-11-03
Country of Publication
Egypt
No. of Pages
16
Main Subjects
Information Technology and Computer Science
Abstract EN
This paper introduces some novel models for all steps of a face recognition system.
In the step of face detection, we propose a hybrid model combining AdaBoost and Artificial Neural Network (ABANN) to solve the process efficiently.
In the next step, labeled faces detected by ABANN will be aligned by Active Shape Model and Multi Layer Perceptron.
In this alignment step, we propose a new 2D local texture model based on Multi Layer Perceptron.
The classifier of the model significantly improves the accuracy and the robustness of local searching on faces with expression variation and ambiguous contours.
In the feature extraction step, we describe a methodology for improving the efficiency by the association of two methods: geometric feature based method and Independent Component Analysis method.
In the face matching step, we apply a model combining many Neural Networks for matching geometric features of human face.
The model links many Neural Networks together, so we call it Multi Artificial Neural Network.
MIT + CMU database is used for evaluating our proposed methods for face detection and alignment.
Finally, the experimental results of all steps on CallTech database show the feasibility of our proposed model.
American Psychological Association (APA)
Le, Thai Hoang. 2011. Applying Artificial Neural Networks for Face Recognition. Advances in Artificial Neural Systems،Vol. 2011, no. 2011, pp.1-16.
https://search.emarefa.net/detail/BIM-489350
Modern Language Association (MLA)
Le, Thai Hoang. Applying Artificial Neural Networks for Face Recognition. Advances in Artificial Neural Systems No. 2011 (2011), pp.1-16.
https://search.emarefa.net/detail/BIM-489350
American Medical Association (AMA)
Le, Thai Hoang. Applying Artificial Neural Networks for Face Recognition. Advances in Artificial Neural Systems. 2011. Vol. 2011, no. 2011, pp.1-16.
https://search.emarefa.net/detail/BIM-489350
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-489350