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An Electronic Equipment for Measuring Color Difference Between Tissues Based on Digital Image Processing and Neural Networks

  • Universidad Peruana de Ciencias Aplicadas

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

1 Scopus citations

Abstract

This work proposes an electronic equipment aimed at measuring the color difference between fabrics for a homogeneous selection of these. The proposed method analyzes tissues with different illuminants so that, by taking measurements with a camera, the impact of effects such as metamerism can be reduced, resulting in a more accurate method that represents reality. For this, an enclosure was designed and built to allow constant lighting conditions and spotlights with standard lighting were installed. On the software side, the camera was manually configured to ensure persistent measurements over time and the colors obtained from the RGB color space were converted to CIELAB. For the calculation of the color difference, the Delta E (CMC) color difference equation was used because this is the standard used in the textile industry. Finally, a neural network was trained to estimate the color difference between the fabrics. To validate the results, the measurements obtained with the proposed equipment were compared with those obtained using a colorimeter to measure the colors of the fabrics and calculate whether their color difference is significant. The developed equipment achieved an accuracy of 95% in the correct identification of fabrics that are homogenous in color.

Original languageEnglish
Title of host publicationApplied Technologies - 4th International Conference, ICAT 2022, Revised Selected Papers
EditorsMiguel Botto-Tobar, Marcelo Zambrano Vizuete, Sergio Montes León, Pablo Torres-Carrión, Benjamin Durakovic
PublisherSpringer Science and Business Media Deutschland GmbH
Pages184-196
Number of pages13
ISBN (Print)9783031249846
DOIs
StatePublished - 2023
Event4th International Conference on Applied Technologies, ICAT 2022 - Quito, Ecuador
Duration: 23 Nov 202225 Nov 2022

Publication series

NameCommunications in Computer and Information Science
Volume1755 CCIS
ISSN (Print)1865-0929
ISSN (Electronic)1865-0937

Conference

Conference4th International Conference on Applied Technologies, ICAT 2022
Country/TerritoryEcuador
CityQuito
Period23/11/2225/11/22

Keywords

  • Color difference
  • Fabric color
  • Illuminants
  • Metamerism
  • Textile image processing

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