The use of the LBPH method in face recognition is the most efficient method compared to previous methods such as Principal Component Analysis (PCA), Linear Discriminant Analysis (LDA), and Elastic Bunch Graph Matching (EBGM). However, the performance of the LBPH method can be further improved with a combination of gradient-based edge detection methods. Sobel, Prewitt, and Robert's edge detectio…