Human Face Recognition Using GABOR Filter And Different Self Organizing Maps Neural Networks

Dr. Tarik Zeyad

Article Details

Human Face Recognition Using GABOR Filter And Different Self Organizing Maps Neural Networks

Authors:

Dr. Tarik Zeyad

Publisher:

University of Baghdad

Journal:

Al-Khwarizmi Engineering Journal Vol.1 Issue 1, pp.38-45

Document Type:

Article

Publication Date:

1/2005

Document Language:

English

Document ID (Org No.):

2001539013

pISSN:

2312-0789

Keywords:

Abstract:

 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 consist of 20 people with six images for each person and a measure of the time differences between the methods is given.

Article Details

Human Face Recognition Using GABOR Filter And Different Self Organizing Maps Neural Networks

Authors:

Dr. Tarik Zeyad

Publisher:

University of Baghdad

Journal:

Al-Khwarizmi Engineering Journal Vol.1 Issue 1, pp.38-45

Document Type:

Article

Publication Date:

1/2005

Document Language:

English

Document ID (Org No.):

2001539013

pISSN:

2312-0789

Self-Organizing Map

Gabor filter

Issues

Article Details

Human Face Recognition Using GABOR Filter And Different Self Organizing Maps Neural Networks

Authors: Dr. Tarik Zeyad

Publisher: University of Baghdad

Journal: Al-Khwarizmi Engineering Journal Vol.1 Issue 1, pp.38-45

Document Type: Article

Publication Date: 1/2005

Document Language: English

Document ID (Org No.): 2001539013

pISSN: 2312-0789

Self-Organizing Map

Gabor filter

Issues

Authors:

Dr. Tarik Zeyad

Publisher:

University of Baghdad

Journal:

Al-Khwarizmi Engineering Journal Vol.1 Issue 1, pp.38-45

Document Type:

Article

Publication Date:

1/2005

Document Language:

English

Document ID (Org No.):

2001539013

pISSN:

2312-0789