A comparative study of texture analysis algorithms in textile inspection applications

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Títol: A comparative study of texture analysis algorithms in textile inspection applications
Autors: Ibarra Picó, Francisco | Cuenca-Asensi, Sergio | García Crespi, Federico | Lorenzo Quintanilla, Juan José | Morales Benavente, José Luis
Grups d'investigació o GITE: UniCAD: Grupo de Investigación en CAD/CAM/CAE de la Universidad de Alicante
Centre, Departament o Servei: Universidad de Alicante. Departamento de Tecnología Informática y Computación
Paraules clau: Texture analysis | Textile inspection
Àrees de coneixement: Arquitectura y Tecnología de Computadores
Data de creació: 2001
Data de publicació: 2001
Editor: NOBIM
Citació bibliogràfica: IBARRA PICÓ, Francisco, et al. "A comparative study of texture analysis algorithms in textile inspection applications". En: Proceedings of the 12th Scandinavian Conference on Image Analysis : Bergen 11th - 14th June, 2001 / editor: Ivar Austevoll. Stavanger : NOBIM, 2001. ISBN 82-995940-0-6
Resum: Nowadays, quality control is an important problem for fabric manufacturers. Typically these operations have been carried out by humans operators. However, this method has numerous drawbacks such as low precision, performance and effectiveness. Therefore, automatic inspection systems have increased substantially in the last decade. This work evaluates the performance of some texture measures in textile defect detection applications. For classification a method based on leaving-one-out is used. Our study has been carried out using a large database of samples to take into account a wide spectrum of fabrics and multiple defects of different nature reported by specialized works and publications. A ranking with the effectiveness of best algorithms is presented for every type of fabric. In addition, the computation time of algorithms is compared.
Patrocinadors: This work is partially backed by the European Community (FEDER project).
URI: http://hdl.handle.net/10045/12110
ISBN: 82-995940-0-6
Idioma: eng
Tipus: info:eu-repo/semantics/bookPart
Revisió científica: si
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