Title: 2D Face Recognition System Based on Selected Gabor Filters and Linear Discriminant Analysis LDA
arXiv preprint arXiv:1503.03741 • 2015
معلومات البحث
المؤلفون
Samir F Hafez, Mazen M Selim, Hala H Zayed
الكلمات المفتاحية
Not Available
المجلة العلمية
arXiv preprint arXiv:1503.03741
الناشر
Not Available
المجلد
Not Available
العدد
Not Available
الصفحات
Not Available
publication.type
International
رابط البحث
Not Available
المواد المرفقة
Not Available
الملخص
recognition system. The method is based on 2D face
image features using subset of non-correlated and
Orthogonal Gabor Filters instead of using the whole
Gabor Filter Bank, then compressing the output feature
vector using Linear Discriminant Analysis (LDA). The
face image has been enhanced using multi stage image
processing technique to normalize it and compensate for
illumination variation. Experimental results show that the
proposed system is effective for both dimension
reduction and good recognition performance when
compared to the complete Gabor filter bank. The system
has been tested using CASIA, ORL and Cropped YaleB
2D face images Databases and achieved average
recognition rate of 98.9 %.
أعضاء هيئة التدريس - جامعة بنها