Swarm Intelligence for Automatic Color and Contrast Retrieval of Digital Images of Paintings

Akemi Gaalvez, Eneko Osaba, Andrees Iglesias*, Javier Del Ser, Iztok Fister

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

We address the following problem: given an initial high-quality reference image and a variation of it, how to compute suitable values for color map and contrast such that, when applied to this variation, we get an image very similar visually to the reference image. This problem can be formulated as an optimization problem. Unfortunately, this leads to a continuous nonlinear optimization problem too difficult to handle by classical mathematical optimization techniques. To tackle this issue, we apply a powerful swarm intelligence method called cuckoo search algorithm. The method is tested on an illustrative example of a famous painting by artist Vincent Van Gogh. The experimental results show that the method performs very well, with a similarity error rate between the reference and the reconstructed images of only 5.73%. The method can be applied to any variation of the original painting regardless of its initial color map and contrast.

Original languageEnglish
Title of host publicationProceedings - 2020 International Conference on Cyberworlds, CW 2020
EditorsAlexei Sourin, Christophe Charier, Christophe Rosenberger, Olga Sourina
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages227-230
Number of pages4
ISBN (Electronic)9781728164977
DOIs
Publication statusPublished - Sept 2020
Event19th International Conference on Cyberworlds, CW 2020 - Virtual, Caen, France
Duration: 29 Sept 20201 Oct 2020

Publication series

NameProceedings - 2020 International Conference on Cyberworlds, CW 2020

Conference

Conference19th International Conference on Cyberworlds, CW 2020
Country/TerritoryFrance
CityVirtual, Caen
Period29/09/201/10/20

Keywords

  • artificial intelligence
  • color retrieval.
  • cuckoo search algorithm
  • image processing
  • swarm computation

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