Supplemental Material for The Development of Template-Based Facial Expression Perception From 6 to 15 Years of Age

2021 ◽  
Keyword(s):  
Facial Expression ◽  
Expression Perception ◽  
Facial Expression Perception

scholarly journals EMPATH: A Neural Network that Categorizes Facial Expressions

2002 ◽  
Vol 14 (8) ◽  
pp. 1158-1173 ◽  
Author(s):  
Matthew N. Dailey ◽  
Garrison W. Cottrell ◽  
Curtis Padgett ◽  
Ralph Adolphs
Keyword(s):  
Neural Network ◽  
Facial Expression ◽  
Facial Expressions ◽  
Categorical Perception ◽  
Dimensional Space ◽  
Parameter Tuning ◽  
Expression Recognition ◽  
Psychological Phenomena ◽  
Expression Perception ◽  
Facial Expression Perception

There are two competing theories of facial expression recognition. Some researchers have suggested that it is an example of “categorical perception.” In this view, expression categories are considered to be discrete entities with sharp boundaries, and discrimination of nearby pairs of expressive faces is enhanced near those boundaries. Other researchers, however, suggest that facial expression perception is more graded and that facial expressions are best thought of as points in a continuous, low-dimensional space, where, for instance, “surprise” expressions lie between “happiness” and “fear” expressions due to their perceptual similarity. In this article, we show that a simple yet biologically plausible neural network model, trained to classify facial expressions into six basic emotions, predicts data used to support both of these theories. Without any parameter tuning, the model matches a variety of psychological data on categorization, similarity, reaction times, discrimination, and recognition difficulty, both qualitatively and quantitatively. We thus explain many of the seemingly complex psychological phenomena related to facial expression perception as natural consequences of the tasks' implementations in the brain.

scholarly journals Facial expression perception correlates with verbal working memory function in schizophrenia

2015 ◽  
Vol 69 (12) ◽  
pp. 773-781 ◽  
Author(s):  
Kumiko Hagiya ◽  
Tomiki Sumiyoshi ◽  
Ayako Kanie ◽  
Shenghong Pu ◽  
Koichi Kaneko ◽  
...  
Keyword(s):  
Working Memory ◽  
Facial Expression ◽  
Memory Function ◽  
Verbal Working Memory ◽  
Expression Perception ◽  
Facial Expression Perception

Investigating the brain basis of facial expression perception using multi-voxel pattern analysis

Cortex ◽  
2015 ◽  
Vol 69 ◽  
pp. 131-140 ◽  
Author(s):  
Martin Wegrzyn ◽  
Marcel Riehle ◽  
Kirsten Labudda ◽  
Friedrich Woermann ◽  
Florian Baumgartner ◽  
...  
Keyword(s):  
Facial Expression ◽  
Pattern Analysis ◽  
The Brain ◽  
Expression Perception ◽  
Facial Expression Perception
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