Title :
Factor analysis of essential facial features
Author :
Ivancevic, V. ; Kaine, A.K. ; MCLindin, B.A. ; Sunde, J.
Author_Institution :
Biometrics Syst. Anal., Defence Sci. & Technol. Organ., Edinburgh, SA, Australia
Abstract :
We present the results of an exploratory factor analysis to determine the minimum number of facial features required for recognition. In the introduction, we provide an overview of research we have done in the area of the evaluation of facial recognition systems. In the next section, we provide a description of the facial recognition process (including signal processing operations such as face capture, normalisation, feature extraction, database comparison, decision and action). The following section provides description of the variables. We follow with our main result, where we have used a sample of 80 face images from a test database. We have preselected 20 normalized facial features and extracted six essential orthogonal factors, representing 76.5 % of the total facial feature variability. They are (in order of importance): upper-lip, eyebrow-position, nose-width, eye-position, eye/eyebrow-length and face-width.
Keywords :
face recognition; feature extraction; visual databases; correlation analysis; eye length; eye position; eyebrow length; eyebrow position; face width; facial feature extraction; facial recognition system; factor analysis; image database; normalized facial features; nose width; orthogonal factor; upper lip; Access control; Biometrics; Face detection; Face recognition; Facial features; Humans; Image databases; Spatial databases; Surveillance; Testing;
Conference_Titel :
Information Technology Interfaces, 2003. ITI 2003. Proceedings of the 25th International Conference on
Print_ISBN :
953-96769-6-7
DOI :
10.1109/ITI.2003.1225343