AUTOMATIC FACE IDENTIFICATION SYSTEM USING FLEXIBLE APPEARANCE MODELS

被引:189
作者
LANITIS, A
TAYLOR, CJ
COOTES, TF
机构
[1] Department of Medical Biophysics, University of Manchester, Manchester, M 13 9PT, Oxford Road
关键词
FACE RECOGNITION; SHAPE AND GREY-LEVEL MODELING; ACTIVE SHAPE MODELS;
D O I
10.1016/0262-8856(95)99726-H
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We describe the use of flexible models for representing the shape and grey-level appearance of human faces. These models are controlled by a small number of parameters which can be used to code the overall appearance of a face for image compression and classification purposes. The model parameters control both inter-class and within-class variation. Discriminant analysis techniques are employed to enhance the effect of those parameters affecting inter-class variation, which are useful for classification. We have performed experiments using face images which display considerable variability in 3D viewpoint, lighting and facial expression. We show that good face reconstructions can be obtained using 83 model parameters, and that high recognition rates can be achieved.
引用
收藏
页码:393 / 401
页数:9
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