Title :
Effect of eyes and eyebrows on face recognition system performance
Author :
Radji, Nadjet ; Cherifi, Dalila ; Azrar, Arab
Author_Institution :
Inst. of Electr. & Electron. Eng., Univ. of Boumerdes, Boumerdes, Algeria
Abstract :
In this paper, we evaluate the effect of removing eyes or eyebrows from face image (no left eyebrow, no right eyebrow, no eyebrows, no left eye, no right eye, no eyes, no left eyebrow and no left eye, no right eyebrow and no right eye, no eyebrows and no eyes) on the performance of face recognition system based on Principal Component Analysis (PCA), Singular Value Decomposition (SVD), Discrete Wavelet Decomposition (DWT), Discrete Cosine Transform (DCT) and application of DWT prior SVD (DWT-SVD). The evaluation is carried on the FEI database using the Recognition Rate (RR) and Equal Error Rate (EER) criteria.
Keywords :
discrete cosine transforms; discrete wavelet transforms; face recognition; principal component analysis; singular value decomposition; DCT; DWT prior SVD; DWT-SVD; EER criteria; FEI database; PCA; RR; SVD; discrete cosine transform; discrete wavelet decomposition; equal error rate criteria; eye removal effect; eyebrow removal effect; face image; face recognition system performance; principal component analysis; recognition rate; singular value decomposition; Discrete cosine transforms; Discrete wavelet transforms; Face; Face recognition; IP networks; Niobium; Principal component analysis; DCT; DWT; DWT-SVD; Face Recognition; PCA; SVD; eyebrow; eyes;
Conference_Titel :
Image Processing, Applications and Systems Conference (IPAS), 2014 First International
Print_ISBN :
978-1-4799-7068-1
DOI :
10.1109/IPAS.2014.7043297
