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Colour classification method for recycled melange fabrics

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Colour classification method for recycled melange fabrics

Rocco Furferi

 

Abstract 

Classification of wasted woollen textiles on the basis of their colour is a basic approach for the supply of a  raw material which does not involve the cost of the colouring process. Colour classification is a very difficult  task,  especially  when  a  fabric  is  composed  by  differently  coloured  fibre  (melange  fabric).  Many  systems  have  been  developed  in  the  last  years  for  colour  classification  of  textiles.  Unfortunately  such  colour  classification systems are not able to correctly classify melange fabrics. In the present work a method for  real‐time  classification  of  melange  colour  woollen  fabrics  is  proposed.  The  provided  approach,  that  is  suitable also  for classifying solid  colour fabrics, integrates a  Machine Vision (MV) system,  able to acquire  high  resolution  images,  with  a  clustering  algorithm  capable  of  mapping  the  colour  pixel  of  fabric  images  into a series of colour classes.  

The proposed system provides a colour classification with a misclassification less than 10% when compared  with  the  classification  resulting  from  a  panel  of  expert  human  operators.  A  comparison  between  the  proposed method and some tools stated in scientific literature is also afforded. 

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