Research Aim: Face recognition has become more relevant in a variety of situations involving visual security systems. This study will provide a novel face recognition method based on the fusion of LDB and HOG. For this study, many techniques will be employed and will also improve the drawbacks of poor accuracy and eliminate the issues that the dimension of the general fusion causes.