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Published on: November 2, 2012
Where is the light? Bayesian perceptual priors for lighting direction.
J V Stone1, I S Kerrigan, J Porrill
1Department of Psychology, University of Sheffield, Sheffield S10 2TP, UK. j.v.stone@shef.ac.uk
Proceedings. Biological Sciences
|March 28, 2009
Summary
The brain resolves ambiguity in 3D figure perception by assuming a light source direction. This study reveals individual observers have unique, but biased, priors favoring light from above left.
Area of Science:
- Visual Perception
- Computational Neuroscience
- Bayesian Inference
Background:
- Perception of 3D shapes is ambiguous due to lighting.
- The brain resolves this ambiguity by assuming a consistent light source direction.
- Bayesian models incorporate prior probabilities for light-source direction.
Purpose of the Study:
- To develop a non-parametric maximum-likelihood estimation method for determining lighting direction priors.
- To investigate individual differences in perceptual priors for light-source direction.
- To understand the implications for general perceptual prior estimation.
Main Methods:
- Non-parametric maximum-likelihood estimation.
- Analysis of prior probability distributions for lighting direction.
- Investigating observer-specific priors.
Main Results:
- Each observer possesses a distinct prior distribution for light-source direction.
- These priors have non-zero values across all directions.
- A consistent bias was observed, with a peak indicating a preference for light originating from the upper left.
Conclusions:
- The developed method effectively estimates individual lighting direction priors.
- Observer-specific priors demonstrate a general bias towards top-left lighting.
- Findings contribute to understanding the neural basis of perceptual priors in vision.
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