Detail výsledku

Evolution of Approximate Functions for Image Thresholding

BIDLO, M. Evolution of Approximate Functions for Image Thresholding. In IEEE Symposium Series on Computational Intelligence (IEEE SSCI). Los Alamos: IEEE Computer Society, 2021. p. 1-6. ISBN: 978-1-7281-9048-8.
Typ
článek ve sborníku konference
Jazyk
anglicky
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Abstrakt

This paper investigates the utilisation of approximate addition and multiplication for designing image thresholding functions. Cartesian Genetic Programming is applied for the evolutionary design of circuits using various implementations of the approximate operations. The results are presented for various experimental setups and compared with the case when only exact addition and multiplication is considered. It will be shown that for some range of error metrics of the approximate operations the evolution provides solutions that are better than those provided by the exact operations. Moreover, the utilisation of approximate components allows reducing the implementation area of the resulting functions.

Klíčová slova

evolution strategy, cartesian genetic programming, approximate circuit, image thresholding

URL
Rok
2021
Strany
1–6
Sborník
IEEE Symposium Series on Computational Intelligence (IEEE SSCI)
Konference
IEEE Symposium Series on Computational Intelligence 2021
ISBN
978-1-7281-9048-8
Vydavatel
IEEE Computer Society
Místo
Los Alamos
DOI
UT WoS
000824464300057
EID Scopus
BibTeX
@inproceedings{BUT182262,
  author="Michal {Bidlo}",
  title="Evolution of Approximate Functions for Image Thresholding",
  booktitle="IEEE Symposium Series on Computational Intelligence (IEEE SSCI)",
  year="2021",
  pages="1--6",
  publisher="IEEE Computer Society",
  address="Los Alamos",
  doi="10.1109/SSCI50451.2021.9659876",
  isbn="978-1-7281-9048-8",
  url="https://ieeexplore.ieee.org/document/9659876"
}
Projekty
Navrhování a využívání knihoven aproximativních obvodů, GAČR, Standardní projekty, GA19-10137S, zahájení: 2019-01-01, ukončení: 2021-12-31, ukončen
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