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Quantifying color constancy: evidence for nonlinear processing of cone-specific contrast
1TNO Institute for Perception, Soesterberg, The Netherlands.
Vision Research
|March 1, 1993
Summary
Color constancy research reveals that current models fail to predict human perception under varied lighting. Deviations are primarily linked to how the short-wave-sensitive system responds to different illuminants.
Area of Science:
- Vision science
- Color perception
- Computational neuroscience
Background:
- Color constancy is the ability to perceive consistent object colors despite changes in illumination.
- Existing models, such as Retinex and von Kries transformation, rely on cone-specific normalization.
- Previous studies often used white illuminants, limiting the understanding of color constancy under complex lighting.
Purpose of the Study:
- To investigate color constancy under a wider range of illuminants, including pairs of colored lights.
- To test the predictive accuracy of current computational models of color constancy.
- To identify the factors influencing deviations from model predictions.
Main Methods:
- Haploscopic matching of color samples presented on a CRT monitor under two different illuminants.
- Stimulus included 35 color samples and 5 neutral samples on a white background.
- Simulation of trichromatic illuminant-object interaction using three monochromatic lights.
Main Results:
- Systematic deviations were observed between perceived colors and model predictions.
- A nonlinear response transformation, dependent on sample/background contrast and illuminant stimulation, better described the data.
- The short-wave-sensitive (SWS) cone system was identified as the primary source of deviations due to its selective stimulation.
Conclusions:
- Current cone-specific normalization models inadequately explain color constancy under diverse illuminants.
- A nonlinear response transformation is necessary to account for observed perceptual data.
- The unique stimulation properties of the SWS system play a critical role in color constancy deviations.