TY - CHAP
T1 - Face recognition using texture features and multilayer perceptron
AU - Suciati, Nanik
AU - Fatichah, Chastine
AU - Khotimah, Wijayanti Nurul
AU - Anggoro, Radityo
AU - Ciptaningtyas, Henning Titi
N1 - Publisher Copyright:
© Springer Nature Singapore Pte Ltd. 2019.
PY - 2019
Y1 - 2019
N2 - Developing a robust system for face recognition is a challenge in the field of Computer Vision. Texture is one of low-level visual features that mostly used to represent a unique characteristic of an image in face recognition. In this study, a face recognition system is implemented using two well-known texture extraction methods, i.e., wavelet and Local Binary Pattern (LBP). The texture features of face image are then classified using multilayer Perceptron. The face dataset used in experiment consists of 2260 images from 113 people. The experiment is carried out by comparing the performance of the two texture extraction methods. Both methods achieve high accuracy in recognizing face images. The recognition rates achieved by the wavelet and LBP methods are 99.63 and 93.19%, respectively.
AB - Developing a robust system for face recognition is a challenge in the field of Computer Vision. Texture is one of low-level visual features that mostly used to represent a unique characteristic of an image in face recognition. In this study, a face recognition system is implemented using two well-known texture extraction methods, i.e., wavelet and Local Binary Pattern (LBP). The texture features of face image are then classified using multilayer Perceptron. The face dataset used in experiment consists of 2260 images from 113 people. The experiment is carried out by comparing the performance of the two texture extraction methods. Both methods achieve high accuracy in recognizing face images. The recognition rates achieved by the wavelet and LBP methods are 99.63 and 93.19%, respectively.
KW - Face recognition
KW - Local binary pattern
KW - Multilayer perceptron
KW - Wavelet
UR - http://www.scopus.com/inward/record.url?scp=85066134404&partnerID=8YFLogxK
U2 - 10.1007/978-981-13-6031-2_29
DO - 10.1007/978-981-13-6031-2_29
M3 - Chapter
AN - SCOPUS:85066134404
T3 - Lecture Notes in Networks and Systems
SP - 225
EP - 235
BT - Lecture Notes in Networks and Systems
PB - Springer
ER -