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Updated: Jun 4, 2026

Perceptual and Category Processing of the Uncanny Valley Hypothesis' Dimension of Human Likeness: Some Methodological Issues
Published on: June 3, 2013
A computer-generated face database with ratings on realism, masculinity, race, and stereotypy
Heath E Matheson1, Patricia A McMullen
1Department of Psychology/Neuroscience, Dalhousie University, Halifax, Nova Scotia B3H 4J1, Canada. heathmatheson@dal.ca
Computer-generated faces accurately mimic real faces, showing a face inversion effect. European observers showed better memory and a larger inversion effect for European faces, suggesting race influences face perception.
Area of Science:
- Cognitive Psychology
- Perception Science
- Computer Vision
Background:
- Computer-generated faces (CGFs) are increasingly used in research.
- It is crucial to validate CGFs against real-world stimuli.
- Understanding racial perception is vital in cognitive science.
Purpose of the Study:
- To assess the perceptual realism of CGFs across ethnicities.
- To investigate if CGFs elicit the face inversion effect (FIE).
- To explore the influence of observer ethnicity on face memory and FIE.
Main Methods:
- Collected ratings for realism, masculinity, race, and stereotypy on CGFs (European, South East Asian, African American).
- Administered a memory task to test the face inversion effect (FIE) with CGFs.
- Analyzed memory performance and FIE magnitude based on face ethnicity and observer ethnicity.
Main Results:
- CGFs demonstrated the face inversion effect, similar to real faces.
- European observers showed superior memory for European faces compared to African American faces.
- A larger face inversion effect was observed for European faces than African American faces in European observers.
Conclusions:
- Computer-generated faces can be valid stimuli for perceptual research, including race-based investigations.
- The findings suggest that race is a significant factor in face perception and memory.
- This set of CGFs is suitable for future perceptual studies manipulating race.
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