Comparison of Face Recognition Performance Using CNN Models and Siamese Networks
Yeongseo Ha, Ji-Hee Park, Jaechang Shim · Journal of Korea Multimedia Society · 2023
With the development of artificial intelligence, artificial intelligence is being used throughout society. In particular, visual artificial intelligence is widely used to recognize people, animals and objects. The development of artificial intelligence has been closely related to security, and it has become possible to find a specific person through a person"s face. First, face detection is performed first to find the face region. Based on the face area to be searched for, it distinguishes whose face the face belongs to. Learning is necessary for face recognition, but it is difficult to obtain many images of one person. In this paper, face recognition was performed even with a small amount of images using Siamese networks. It showed a higher recognition rate than the result of learning a general CNN model with a small amount of images.