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Resumen

 

SUPPORT VECTOR MACHINE FOR DETECTING TEXTILE DEFECTS, USING FEATURES SPATIAL OF TEXTURE

MÁQUINA DE VECTORES DE SOPORTE PARA LA DETECCIÓN DE DEFECTOS TEXTILES EMPLEANDO CARACTERÍSTICAS ESPACIALES DE TEXTURA
Ing. Duber Martínez Torres.
Ing. Sergio Orjuela.

Abstract: This paper presents the results obtained by using a classifier with Support Vector Machines for detecting textile defects in fabrics. In order to obtain the necessary texture features for the detection, four different texture analysis methods were used. The results show the validity of the scheme implemented for the detection of five of the most common types of defects.

Resumen: En este trabajo se presentan los resultados obtenidos al emplear un clasificador con Máquinas de Vectores de Soporte para la detección de defectos en telas sin estampar. Se utilizan cuatro técnicas espaciales para análisis de textura que junto a un grupo de descriptores estadísticos permiten conformar las características necesarias para la detección. Los resultados muestran la validez del esquema implementado para la detección de cinco de los tipos más frecuentes de defectos.

Keywords: Image Processing, image object recognition, pattern recognition.