Recognizing emotions expressed by body pose: A biologically inspired neural model

被引:126
作者
Schindler, Konrad [1 ]
Van Gool, Luc [1 ,2 ]
de Gelder, Beatrice [3 ]
机构
[1] ETH, BIWI, Zurich, Switzerland
[2] Katholieke Univ Leuven, VISICS, B-3001 Heverlee, Belgium
[3] Tilburg Univ, Cognit & Affect Neurosci Lab, Tilburg, Netherlands
关键词
Body language; Categorical recognition; Emotion recognition; Biologically inspired model;
D O I
10.1016/j.neunet.2008.05.003
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Research into the visual perception of human emotion has traditionally focused on the facial expression of emotions. Recently researchers have turned to the more challenging field of emotional body language, i.e. emotion expression through body pose and motion. In this work, we approach recognition of basic emotional categories from a Computational perspective. In keeping with recent Computational models of the visual cortex, we construct a biologically plausible hierarchy of neural detectors, which call discriminate seven basic emotional states from static views of associated body poses. The model is evaluated against human test subjects on a recent set of stimuli manufactured for research on emotional body language. (C) 2008 Elsevier Ltd. All rights reserved
引用
收藏
页码:1238 / 1246
页数:9
相关论文
共 65 条
[61]   The interaction of attention and emotion [J].
Taylor, JG ;
Fragopanagos, NF .
NEURAL NETWORKS, 2005, 18 (04) :353-369
[62]   Speed of processing in the human visual system [J].
Thorpe, S ;
Fize, D ;
Marlot, C .
NATURE, 1996, 381 (6582) :520-522
[63]  
Tomkins Silvan S., 1962, Affect imagery consciousness: The negative affects: Anger and fear
[64]   Functional analysis of primary visual cortex (V1) in humans [J].
Tootell, RBH ;
Hadjikhani, NK ;
Vanduffel, W ;
Liu, AK ;
Mendola, JD ;
Sereno, MI ;
Dale, AM .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1998, 95 (03) :811-817
[65]   Effects of attention and emotion on face processing in the human brain: An event-related fMRI study [J].
Vuilleumier, P ;
Armony, JL ;
Driver, J ;
Dolan, RJ .
NEURON, 2001, 30 (03) :829-841