Face recognition approach based on the integration of image preprocessing : CMLABP and PCA methods

المؤلف

Mazal, Yaqin S.

المصدر

The Iraqi Journal of Electrical and Electronic Engineering

العدد

المجلد 13، العدد 1 (30 يونيو/حزيران 2017)، ص ص. 104-113، 10ص.

الناشر

جامعة البصرة كلية الهندسة

تاريخ النشر

2017-06-30

دولة النشر

العراق

عدد الصفحات

10

التخصصات الرئيسية

الهندسة الكهربائية

الموضوعات

الملخص 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.

نمط استشهاد جمعية علماء النفس الأمريكية (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

نمط استشهاد الجمعية الأمريكية للغات الحديثة (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

نمط استشهاد الجمعية الطبية الأمريكية (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

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references : p. 112-113

رقم السجل

BIM-770102