An Algorithm to Obtain the Stained Area Ratio Based on Digital Image Processing Techniques for Organic Straw Classification

Carlos Vargas, Bill Guillermo, Leonardo Vinces

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

5 Citas (Scopus)

Resumen

The present work proposes the development of an algorithm to obtain the relationship of stained areas based on digital image processing techniques for the classification of organic straws. The area ratio in the straw is a parameter that indicates how stained the organic straw is. This parameter is calculated from the information of the image taken, considering how many pixels are part of the straw and how many pixels are part of the unstained part of it. The sorting of straws is usually done by visual perception of the operator. However, this method is very ineffective and time-consuming, and it should be noted that operators have three-hour breaks due to eyestrain. This affects the speed of the sherbet sorting process and therefore the entire manufacturing process. The proposed algorithm aims to reduce the subjectivity of the analysis and improve its speed. The algorithm is composed of processing steps that involve image conditioning using Sobel gradient filter, sharpening filter, morphology, angle correction, histogram skew analysis, decontamination by the Multi-Diagonal Lambda Noise Filter, detection of the straw and not stained areas of the straw, and finally, obtaining the area ratio. Finally, the proposed algorithm obtained a precision of 70%.

Idioma originalInglés
Título de la publicación alojadaProceedings of the 7th Brazilian Technology Symposium, BTSym 2021 - Emerging Trends in Systems Engineering Mathematics and Physical Sciences
EditoresYuzo Iano, Osamu Saotome, Guillermo Leopoldo Kemper Vásquez, Claudia Cotrim Pezzuto, Rangel Arthur, Gabriel Gomes de Oliveira
EditorialSpringer Science and Business Media Deutschland GmbH
Páginas497-505
Número de páginas9
ISBN (versión impresa)9783031085444
DOI
EstadoPublicada - 2022
Evento7th Brazilian Technology Symposium, BTSym 2021 - Virtual, Online
Duración: 8 nov. 202110 nov. 2021

Serie de la publicación

NombreSmart Innovation, Systems and Technologies
Volumen295 SIST
ISSN (versión impresa)2190-3018
ISSN (versión digital)2190-3026

Conferencia

Conferencia7th Brazilian Technology Symposium, BTSym 2021
CiudadVirtual, Online
Período8/11/2110/11/21

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