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
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;
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
DOI :
10.1109/HAVE.2009.5356115