Face recognition approach based on the integration of image preprocessing : CMLABP and PCA methods
Author
Source
The Iraqi Journal of Electrical and Electronic Engineering
Issue
Vol. 13, Issue 1 (30 Jun. 2017), pp.104-113, 10 p.
Publisher
University of Basrah College of Engineering
Publication Date
2017-06-30
Country of Publication
Iraq
No. of Pages
10
Main Subjects
Topics
Abstract EN
Face recognition technique is an automatic approach for recognizing a person from digital images using mathematical interpolation as matrices for these images.
It can be adopted to realize facial appearance in the situations of different poses, facial expressions, ageing and other changes.
This paper presents efficient face recognition model based on the integration of image preprocessing, Co-occurrence Matrix of Local Average Binary Pattern (CMLABP) and Principle Component Analysis (PCA) methods respectively.
The proposed model can be used to compare the input image with existing database images in order to display or record the citizen information such as name, surname, birth date, etc.
The recognition rate of the model is better than 99%.
Accordingly, the proposed face recognition system is functional for criminal investigations.
Furthermore, it has been compared with other reported works in the literature using diverse databases and training images.
American Psychological Association (APA)
Mazal, Yaqin S.. 2017. Face recognition approach based on the integration of image preprocessing : CMLABP and PCA methods. The Iraqi Journal of Electrical and Electronic Engineering،Vol. 13, no. 1, pp.104-113.
https://search.emarefa.net/detail/BIM-770102
Modern Language Association (MLA)
Mazal, Yaqin S.. Face recognition approach based on the integration of image preprocessing : CMLABP and PCA methods. The Iraqi Journal of Electrical and Electronic Engineering Vol. 13, no. 1 (2017), pp.104-113.
https://search.emarefa.net/detail/BIM-770102
American Medical Association (AMA)
Mazal, Yaqin S.. Face recognition approach based on the integration of image preprocessing : CMLABP and PCA methods. The Iraqi Journal of Electrical and Electronic Engineering. 2017. Vol. 13, no. 1, pp.104-113.
https://search.emarefa.net/detail/BIM-770102
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 112-113
Record ID
BIM-770102