Variations in Intensity Statistics for Representational and Abstract Art, and for Art from the Eastern and Western Hemispheres

@article{Graham2008VariationsII,
  title={Variations in Intensity Statistics for Representational and Abstract Art, and for Art from the Eastern and Western Hemispheres},
  author={Daniel J. Graham and David J. Field},
  journal={Perception},
  year={2008},
  volume={37},
  pages={1341 - 1352}
}
Two recent studies suggest that natural scenes and paintings show similar statistical properties. But does the content or region of origin of an artwork affect its statistical properties? We addressed this question by having judges place paintings from a large, diverse collection of paintings into one of three subject-matter categories using a forced-choice paradigm. Basic statistics for images whose caterogization was agreed by all judges showed no significant differences between those judged… 

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References

SHOWING 1-10 OF 56 REFERENCES
Statistical regularities of art images and natural scenes: spectra, sparseness and nonlinearities.
TLDR
It is argued that artists do not simply scale the intensity range down but use a compressive nonlinearity in their paintings, and finding basic statistical regularities in paintings' spatial structure could grant insights into the range of spatial patterns that humans find compelling.
Fractal-like image statistics in visual art: similarity to natural scenes.
TLDR
It is speculated that both graphic art and natural scenes share statistical properties because visual art is adapted to the structure of the visual system which, in turn, isadapt to process optimally the image statistics of natural scenes.
Origins of scaling in natural images
Image statistics and the perception of surface qualities
TLDR
It is shown that the skewness of the luminance histogram and the skewaness of sub-band filter outputs are correlated with surface gloss and inversely correlation with surface albedo (diffuse reflectance), and it is suggested that there are neural mechanisms sensitive to skewed statistics, and that their outputs can be used in estimating surface properties.
Estimates of the information content and dimensionality of natural scenes from proximity distributions.
  • D. Chandler, D. Field
  • Computer Science
    Journal of the Optical Society of America. A, Optics, image science, and vision
  • 2007
TLDR
It is argued that this approach provides the best current estimates of the entropy and compressibility of natural-scene patches and that it provides insights into the efficiency of any coding strategy that aims to reduce redundancy.
Occlusions contribute to scaling in natural images
A universal model of esthetic perception based on the sensory coding of natural stimuli.
TLDR
A hypothetical model of esthetic perception is described and it is proposed that an artist creates a work of art so that it induces a specific resonant state in the visual system that reflects fundamental functional properties of the nervous system.
Relations between the statistics of natural images and the response properties of cortical cells.
  • D. Field
  • Computer Science
    Journal of the Optical Society of America. A, Optics and image science
  • 1987
TLDR
The results obtained with six natural images suggest that the orientation and the spatial-frequency tuning of mammalian simple cells are well suited for coding the information in such images if the goal of the code is to convert higher-order redundancy into first- order redundancy.
Local luminance and contrast in natural images
...
...