English

Natural scene statistics mediate the perception of image complexity

Artificial Intelligence 2015-09-15 v1 Computer Vision and Pattern Recognition

Abstract

Humans are sensitive to complexity and regularity in patterns. The subjective perception of pattern complexity is correlated to algorithmic (Kolmogorov-Chaitin) complexity as defined in computer science, but also to the frequency of naturally occurring patterns. However, the possible mediational role of natural frequencies in the perception of algorithmic complexity remains unclear. Here we reanalyze Hsu et al. (2010) through a mediational analysis, and complement their results in a new experiment. We conclude that human perception of complexity seems partly shaped by natural scenes statistics, thereby establishing a link between the perception of complexity and the effect of natural scene statistics.

Cite

@article{arxiv.1509.03970,
  title  = {Natural scene statistics mediate the perception of image complexity},
  author = {Nicolas Gauvrit and Fernando Soler-Toscano and Hector Zenil},
  journal= {arXiv preprint arXiv:1509.03970},
  year   = {2015}
}
R2 v1 2026-06-22T10:55:41.519Z