• DocumentCode
    2711198
  • Title

    Fiber-level structure recognition of woven textile

  • Author

    Wang, Xin ; Georganas, Nicolas D. ; Petriu, Emil M.

  • Author_Institution
    Sch. of Inf. & Technol., Univ. of Ottawa, Ottawa, ON, Canada
  • fYear
    2009
  • fDate
    7-8 Nov. 2009
  • Firstpage
    117
  • Lastpage
    122
  • Abstract
    In this paper, we present a novel automatic method for woven textile structure recognition in fiber-level. This method is based on digital image analysis techniques. It allows automatic weft yarn and warp yarn crossed-area segmentation through a spatial domain integral projection approach. Secondly, by applying unsupervised fuzzy c-means clustering on multi-scale direction invariant texture features based on gray level co-occurrence matrix, we can classify detected segments into two clusters. Finally, using a fuzzy rule based analysis on texture orientation features, the yarn crossed-area states are automatically determined. To verify the validity of this method, a number of textile images are used. The samples we choose have different weave types: plain or twill, different fiber types and yarn counts. The recognition results match the actual structure of tested samples. A possible 3D representation of woven structure identified is also shown in this paper.
  • Keywords
    fuzzy set theory; image recognition; image segmentation; pattern clustering; production engineering computing; textile fibres; textile industry; 3D representation; automatic weft yarn segmentation; digital image analysis technique; fiber level structure recognition; fuzzy rule based analysis; gray level co-occurrence matrix; multiscale direction invariant texture; spatial domain integral projection approach; unsupervised fuzzy c-means clustering; warp yarn crossed area segmentation; woven textile structure recognition; Collaboration; Image analysis; Image segmentation; Image texture analysis; Optical fiber testing; Pattern recognition; Textile fibers; Textile technology; Virtual environment; Yarn; 3D fiber-level struture recongition; fuzzy c-means clustering; grey level co-occurrence matrix; integral projection; texture analysis; woven textile;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Haptic Audio visual Environments and Games, 2009. HAVE 2009. IEEE International Workshop on
  • Conference_Location
    Lecco
  • Print_ISBN
    978-1-4244-4217-1
  • Electronic_ISBN
    978-1-4244-4218-8
  • Type

    conf

  • DOI
    10.1109/HAVE.2009.5356115
  • Filename
    5356115