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Updated: Dec 31, 2025

Perceptual and Category Processing of the Uncanny Valley Hypothesis' Dimension of Human Likeness: Some Methodological Issues
Published on: June 3, 2013
Humans judge faces in incomplete photographs as physically more attractive
Diana Orghian1, César A Hidalgo2,3,4,5
1CICPSI, Faculdade de Psicologia, Universidade de Lisboa, Alameda da Universidade, Lisboa, 1649-013, Portugal. dorghian@psicologia.ulisboa.pt.
When judging facial beauty, people tend to fill in missing information with positive inferences, rating incomplete faces as more attractive than complete ones. This positivity bias influences aesthetic judgments and perception of attractiveness.
Area of Science:
- Psychology
- Social Psychology
- Cognitive Science
Background:
- Individuals often form judgments about others' attractiveness based on incomplete facial data.
- Perceived attractiveness is linked to assumptions about health, wealth, and sociability.
Purpose of the Study:
- To investigate the hypothesis that people make positive inferences to fill gaps in facial information when judging beauty.
- To determine if incomplete facial information leads to biased attractiveness judgments.
Main Methods:
- Seven experiments were conducted involving participants judging the attractiveness of human faces.
- Facial attractiveness was evaluated using both complete and incomplete photographs.
Main Results:
- Participants rated faces in incomplete photographs as more physically attractive compared to complete ones.
- This positivity bias was consistent across different types of incompleteness and primarily affected aesthetic judgments.
- The bias was more pronounced in male participants, specific to human faces, and involved holistic processing, particularly for atypical faces.
Conclusions:
- The human tendency to infer positive qualities into incomplete facial information significantly impacts beauty judgments.
- This research sheds light on the cognitive mechanisms underlying attractiveness perception and social inference.
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