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Colors of the Sublunar
Jan Koenderink1, Andrea van Doorn1
1Utrecht University, the Netherlands.
I-Perception
|October 10, 2017
Summary
This study introduces a spectral data mining model for terrestrial environments, using large image datasets to analyze light scattering. The findings suggest evolutionary origins for the human visual system and propose methods for generating color gamuts.
Area of Science:
- Computer Vision
- Ecological Physics
- Colorimetry
Background:
- Generic red, green, and blue images serve as data sources for local spectra, with typical volumes ranging from 10^4 to 10^7 spectra.
- Large image databases can contain billions of spectra, often lacking calibration and undergoing nonlinear transformations.
Purpose of the Study:
- To propose a spectral data mining model applicable to the sublunar realm, analyzing spectra from daylight scattering off terrestrial objects.
- To investigate the evolutionary causes of the human visual system through spectral data analysis.
- To suggest methods for generating red, green, and blue color gamuts for diverse terrains.
Main Methods:
- Developing a spectral data mining model integrating colorimetry and ecological physics.
- Employing heuristic methods to address complexities in ecological physics.
- Analyzing large-scale spectral data derived from generic terrestrial images.
Main Results:
- The sheer volume of spectral data can compensate for the lack of calibration and presence of nonlinear transformations.
- The analysis provides insights into the evolutionary development of the human visual system.
- Effective methods for generating RGB color gamuts for various terrains were identified.
Conclusions:
- Spectral data mining, even with inherent ambiguities, can yield significant insights into visual perception and evolution.
- The proposed model offers a framework for understanding spectral properties of terrestrial environments.
- The research contributes to both evolutionary biology and applied color science.
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