IEEE Transactions on Information Theory · 1999 · 75 citations · 27 references
ComputingComputer ScienceComputer VisionDigital ImagingInformation TheoryEntropyImage Feature EngineeringImage TextureInformation MeasuresScale DependenceTexture AnalysisMetric EntropyNatural Image StatisticsScale AnalysisScale EstimationScale-space RepresentationScale-space TheorySize
This article investigates Renyi's (1976) generalized entropies under linear and nonlinear scale-space evolutions of images. Scale-spaces are useful computer vision concepts for both scale analysis and image restoration. We regard images as densities and prove monotony and smoothness properties for the generalized entropies. The scale-space extended generalized entropies are applied to global scale selection and size estimations. Finally, we introduce an entropy-based fingerprint description for textures.
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On Information and Sufficiency
S. Kullback, R. A. Leibler · The Annals of Mathematical Statistics · 1951 · 20K citations · Full text
On Measures of Entropy and Information
A. Rényi · Project Euclid (Cornell University) · 1961 · 4K citations
Jan J. Koenderink · Biological Cybernetics · 1984 · 2.4K citations