Automatic classification of single facial images

被引：687
作者：
Lyons, MJ
Budynek, J
Akamatsu, S
机构：
[1] ATR, Human Informat Proc Res Labs, Kyoto 6190288, Japan
[2] EuroBios, Immeuble Jean Monnet, F-92061 La Defense, France
来源：
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE | 1999年 / 21卷 / 12期
关键词：
computer vision; face recognition; facial expression recognition; Gabor wavelets; principal component analysis; discriminant analysis;
D O I：
10.1109/34.817413
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
We propose a method for automatically classifying facial images based on labeled elastic graph matching, a 2D Gabor wavelet representation. and linear discriminant analysis. Results of tests with three image sets are presented for the classification of sex, "race," and expression. A Visual interpretation of the discriminant vectors is provided.
引用
收藏
页码：1357 / 1362
页数：6
相关论文
共 13 条
[1]   Eigenfaces vs. Fisherfaces: Recognition using class specific linear projection [J].
Belhumeur, PN ;
Hespanha, JP ;
Kriegman, DJ .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (07) :711-720
[2]  
CRAW I, 1995, P INT WORKSH AUT FAC, P53
[3]   Face and gesture recognition: Overview [J].
Daugman, J .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (07) :675-676
[4]   UNCERTAINTY RELATION FOR RESOLUTION IN SPACE, SPATIAL-FREQUENCY, AND ORIENTATION OPTIMIZED BY TWO-DIMENSIONAL VISUAL CORTICAL FILTERS [J].
DAUGMAN, JG .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1985, 2 (07) :1160-1169
[5]  
Ekman P, 1976, Pictures of facial affect
[6]   Discriminant analysis for recognition of human face images [J].
Etemad, K ;
Chellappa, R .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1997, 14 (08) :1724-1733
[7]  
Hart P.E., 1973, Pattern recognition and scene analysis
[8]   DISTORTION INVARIANT OBJECT RECOGNITION IN THE DYNAMIC LINK ARCHITECTURE [J].
LADES, M ;
VORBRUGGEN, JC ;
BUHMANN, J ;
LANGE, J ;
VANDERMALSBURG, C ;
WURTZ, RP ;
KONEN, W .
IEEE TRANSACTIONS ON COMPUTERS, 1993, 42 (03) :300-311
[9]   Coding facial expressions with Gabor wavelets [J].
Lyons, M ;
Akamatsu, S ;
Kamachi, M ;
Gyoba, J .
AUTOMATIC FACE AND GESTURE RECOGNITION - THIRD IEEE INTERNATIONAL CONFERENCE PROCEEDINGS, 1998, :200-205
[10]  
PADGETT C, 1995, P 2 JOINT S NEUR COM, V5, P91
12