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Constructive Approximation
Article . 1996 . Peer-reviewed
Data sources: Crossref
Constructive Approximation
Article . 1996 . Peer-reviewed
Data sources: Crossref
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Mathematical Modeling of Real-World Images

Mathematical modeling of real-world images
Authors: Bl. Sendov;

Mathematical Modeling of Real-World Images

Abstract

In ``Mathematical modeling of real-world images'' the author considers the problem of approximating images using appropriate mathematical objects. If \(D = [0,1]^2\), the author defines the metric space \(IM_D\) of completed graphs of bounded functions (as closed bounded subsets of \(\mathbb{R}^3)\) with the Hausdorff distance. Properties of \(IM_D\) are studied with an eye toward two particular directions. On the one hand it is shown that every function \(f \in IM_D\) can be approximated arbitrarily well by a pixel function. On the other hand, methods of approximation with the purpose of image compression are considered. Here the goal is to maximize the data computed, while maintaining the quality of the reproduction of the image. Drawing from fractal geometry, the authors asserts that the Hausdorff metric is the natural tool to measure continuity in this context and lays the foundations for a treatment of the mathematical modeling of images (which by their nature are Hausdorff continuous but not continuous in the classical sense).

Related Organizations
Keywords

Extensions of spaces (compactifications, supercompactifications, completions, etc.), Approximations and expansions, Hausdorff distance, Approximation by arbitrary nonlinear expressions; widths and entropy, Computing methodologies for image processing, fractal geometry

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    3
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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    influence
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    Top 10%
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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
3
Average
Top 10%
Average
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