Human face recognition using gabor filter and different self organizing maps neural networks
Author
Source
al-Khwarizmi Engineering Journal
Issue
Vol. 1, Issue 1 (30 Jun. 2005), pp.38-45, 8 p.
Publisher
University of Baghdad al-Khwarizmi College of Engineering
Publication Date
2005-06-30
Country of Publication
Iraq
No. of Pages
8
Main Subjects
Information Technology and Computer Science
Topics
Abstract AR
تم في هذا البحث بناء منظومة لتمييز الأوجه متكونة من مرحلتين.
المرحلة الأولى هي بناء قاعدة بيانات و الثانية هي استعمال قواعد البيانات هذه في عملية التمييز.
في مرحلة بناء قاعدة البيانات تم استعمال شبكات عصبية نوع التنظيم الذاتي بأنواع مختلفة و تم المقارنة بين هذه الأنواع (خطية و لا خطية) و بناءا عليه تم الاستنتاج بأن النموذج اللاخطي يعمل أفضل من النموذج الخطي و كذلك استخدام المرشح نوع .GABOR تم استعمال قاعدة بيانات متألفة من عشرين شخص و لكل شخص تم استخدام ستة صور مع استخدام لغة C++ كلغة برمجة في بناء المنظومة.
Abstract EN
-This work implements the face recognition system based on two stages, the first stage is feature extraction stage and the second stage is the classification stage.
The feature extraction stage consists of Self-Organizing Maps (SOM) in a hierarchical format in conjunction with Gabor Filters and local image sampling.
Different types of SOM’s were used and a comparison between the results from these SOM’s was given.
The next stage is the classification stage, and consists of self-organizing map neural network; the goal of this stage is to find the similar image to the input image.
The proposal method algorithm implemented by using C++ packages, this work is successful classifier for a face database consists of 20 people with six images for each person and a measure of the time differences between the methods is given.
American Psychological Association (APA)
Ziyad, Tariq. 2005. Human face recognition using gabor filter and different self organizing maps neural networks. al-Khwarizmi Engineering Journal،Vol. 1, no. 1, pp.38-45.
https://search.emarefa.net/detail/BIM-248421
Modern Language Association (MLA)
Ziyad, Tariq. Human face recognition using gabor filter and different self organizing maps neural networks. al-Khwarizmi Engineering Journal Vol. 1, no. 1 (2005), pp.38-45.
https://search.emarefa.net/detail/BIM-248421
American Medical Association (AMA)
Ziyad, Tariq. Human face recognition using gabor filter and different self organizing maps neural networks. al-Khwarizmi Engineering Journal. 2005. Vol. 1, no. 1, pp.38-45.
https://search.emarefa.net/detail/BIM-248421
Data Type
Journal Articles
Language
English
Notes
includes bibliographical references : p. 44
Record ID
BIM-248421