TY - JOUR T1 - A Simple Face Recognition Algorithm using Eigeneyes and a Class-Dependent PCA Implementation AU - , Mohamed Deriche JO - International Journal of Soft Computing VL - 3 IS - 6 SP - 438 EP - 442 PY - 2008 DA - 2001/08/19 SN - 1816-9503 DO - ijscomp.2008.438.442 UR - https://makhillpublications.co/view-article.php?doi=ijscomp.2008.438.442 KW - Face recognition KW -eigeneyes KW -class-dependent KW -PCA AB - In this study, a face recognition system using PCA on eigenimages is proposed. This system automatically detects the eyes region from a face image using the wavelet transform. These detected eyes are separated from the face image then eigeneye decomposition is performed. A new classification based on the least squares estimate to improve recognition accuracy is also proposed. Good improvement in classification is achieved which outperforms traditional PCA on the whole face especially when taking into accoun the substantial reducation in the computational complexity of the proposed algorithm. ER -