Automatic analysis of facial expressions: The state of the art

被引:1018
作者
Pantic, M [1 ]
Rothkrantz, LJM [1 ]
机构
[1] Delft Univ Technol, Dept Media Engn & Math, NL-2600 AJ Delft, Netherlands
关键词
face detection; facial expression information extraction; facial action encoding; facial expression emotional classification;
D O I
10.1109/34.895976
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Humans detect and interpret faces and facial expressions in a scene with little or no effort. Still, development of an automated system that accomplishes this task is rather difficult. There are several related problems: detection of an image segment as a face, extraction of the facial expression information. and classification of the expression (e.g., in emotion categories). A system that performs these operations accurately and in real time would form a big step in achieving a human-like interaction between man and machine. This paper surveys the past work in solving these problems. The capability of the human Visual system with respect to these problems is discussed. too, it is meant to serve as an ultimate goal and a guide for determining recommendations for development of an automatic facial expression analyzer.
引用
收藏
页码:1424 / 1445
页数:22
相关论文
共 108 条
[1]  
[Anonymous], ADV NEURAL INFORM PR
[2]  
[Anonymous], 1998, P EUR C COMP VIS
[3]  
[Anonymous], P IEEE INT C IM PROC
[4]  
[Anonymous], 1987, Nonverbal Behavior and communication
[5]  
[Anonymous], P IEEE INT C AUT FAC
[6]  
[Anonymous], 1993, THESIS MIT
[7]   Measuring facial expressions by computer image analysis [J].
Bartlett, MS ;
Hager, JC ;
Ekman, P ;
Sejnowski, TJ .
PSYCHOPHYSIOLOGY, 1999, 36 (02) :253-263
[8]   FACIAL MOTION IN PERCEPTION OF FACES AND OF EMOTIONAL EXPRESSION [J].
BASSILI, JN .
JOURNAL OF EXPERIMENTAL PSYCHOLOGY-HUMAN PERCEPTION AND PERFORMANCE, 1978, 4 (03) :373-379
[9]   Recognizing facial expressions in image sequences using local parameterized models of image motion [J].
Black, MJ ;
Yacoob, Y .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 25 (01) :23-48
[10]  
BLACK MJ, 1995, FIFTH INTERNATIONAL CONFERENCE ON COMPUTER VISION, PROCEEDINGS, P374, DOI 10.1109/ICCV.1995.466915