Stephens, Greg; Mora, Thierry; Tkacik, GasperIST Austria ; Bialek, William
The scale invariance of natural images suggests an analogy to the statistical mechanics of physical systems at a critical point. Here we examine the distribution of pixels in small image patches and show how to construct the corresponding thermodynamics. We find evidence for criticality in a diverging specific heat, which corresponds to large fluctuations in how "surprising" we find individual images, and in the quantitative form of the entropy vs energy. We identify special image configurations as local energy minima and show that average patches within each basin are interpretable as lines and edges in all orientations.
Physical Review Letters
This work was supported in part by NSF Grants No. IIS-0613435, No. IBN-0344678, and No. PHY-0957573, by NIH Grant No. T32 MH065214, by the Human Frontier Science Program, and by the Swartz Foundation. CC BY 3.0
Stephens G, Mora T, Tkačik G, Bialek W. Statistical thermodynamics of natural images. Physical Review Letters. 2013;110(1). doi:10.1103/PhysRevLett.110.018701
Stephens, G., Mora, T., Tkačik, G., & Bialek, W. (2013). Statistical thermodynamics of natural images. Physical Review Letters. American Physical Society. https://doi.org/10.1103/PhysRevLett.110.018701
Stephens, Greg, Thierry Mora, Gašper Tkačik, and William Bialek. “Statistical Thermodynamics of Natural Images.” Physical Review Letters. American Physical Society, 2013. https://doi.org/10.1103/PhysRevLett.110.018701.
G. Stephens, T. Mora, G. Tkačik, and W. Bialek, “Statistical thermodynamics of natural images,” Physical Review Letters, vol. 110, no. 1. American Physical Society, 2013.
Stephens G, Mora T, Tkačik G, Bialek W. 2013. Statistical thermodynamics of natural images. Physical Review Letters. 110(1), 018701.
Stephens, Greg, et al. “Statistical Thermodynamics of Natural Images.” Physical Review Letters, vol. 110, no. 1, 018701, American Physical Society, 2013, doi:10.1103/PhysRevLett.110.018701.
All files available under the following license(s):
Creative Commons Attribution 4.0 International Public License (CC-BY 4.0):
IST-2016-401-v1+1_1281.full.pdf 416.96 KB
Link(s) to Main File(s)