TY - JOUR AU - Rizon, Mohamed AU - Hashim, Muhammad Firdaus AU - Saad, Puteh AU - Yaacob, Sazali AU - Mamat, Mohd Rozailan AU - Shakaff, Ali Yeon Md AU - Saad, Abdul Rahman AU - Desa, Hazri AU - Karthigayan, M. PY - 2006 TI - Face Recognition using Eigenfaces and Neural Networks JF - American Journal of Applied Sciences VL - 3 IS - 6 DO - 10.3844/ajassp.2006.1872.1875 UR - https://thescipub.com/abstract/ajassp.2006.1872.1875 AB - In this study, we develop a computational model to identify the face of an unknown person’s by applying eigenfaces. The eigenfaces has been applied to extract the basic face of the human face images. The eigenfaces is then projecting onto human faces to identify unique features vectors. This significant features vector can be used to identify an unknown face by using the backpropagation neural network that utilized euclidean distance for classification and recognition. The ORL database for this investigation consists of 40 people with various 400 face images had been used for the learning. The eigenfaces including implemented Jacobi’s method for eigenvalues and eigenvectors has been performed. The classification and recognition using backpropagation neural network showed impressive positive result to classify face images.