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

José Calderón, Benghy Lipa, Guillermo Kemper

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

Resumen

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.

Idioma originalInglés
Título de la publicación alojadaApplied Technologies - 4th International Conference, ICAT 2022, Revised Selected Papers
EditoresMiguel Botto-Tobar, Marcelo Zambrano Vizuete, Sergio Montes León, Pablo Torres-Carrión, Benjamin Durakovic
EditorialSpringer Science and Business Media Deutschland GmbH
Páginas184-196
Número de páginas13
ISBN (versión impresa)9783031249846
DOI
EstadoPublicada - 2023
Evento4th International Conference on Applied Technologies, ICAT 2022 - Quito, Ecuador
Duración: 23 nov. 202225 nov. 2022

Serie de la publicación

NombreCommunications in Computer and Information Science
Volumen1755 CCIS
ISSN (versión impresa)1865-0929
ISSN (versión digital)1865-0937

Conferencia

Conferencia4th International Conference on Applied Technologies, ICAT 2022
País/TerritorioEcuador
CiudadQuito
Período23/11/2225/11/22

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