Face Recognition Using Knowledge-Based Feature Extraction and Back-Propagation Algorithm

지식에 기초한 특정추출과 역전파 알고리즘에 의한 얼굴인식

  • Published : 1994.07.01

Abstract

In this paper, we propose a method for facial feature extraction and recognition algorithm using neural networks. First we extract a face part from the background image based on the knowledge that it is located in the center of an input image and that the background is homogeneous. Then using vertical and horizontal projections. We extract features from the separated face image using knowledge base of human faces. In the recognition step we use the back propagation algorithm of the neural networks and in the learning step to reduce the computation time we vary learning and momentum rates. Our technique recognizes 6 women and 14 men correctly.

Keywords