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Objective classification of fabric pilling based on the two-dimensional discrete wavelet transform

Palmer, Stuart and Wang, Xungai 2003, Objective classification of fabric pilling based on the two-dimensional discrete wavelet transform, Textile research journal, vol. 73, no. 8, pp. 713-720.

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Title Objective classification of fabric pilling based on the two-dimensional discrete wavelet transform
Author(s) Palmer, Stuart
Wang, Xungai
Journal name Textile research journal
Volume number 73
Issue number 8
Start page 713
End page 720
Publisher Sage
Place of publication Thousand Oaks, Calif.
Publication date 2003
ISSN 0040-5175
1746-7748
Summary A number of methods for automated objective ratings of fabric pilling based on image analysis are described in the literature. The periodic structure of fabrics makes them suitable candidates for frequency domain analysis. We propose a new method of frequency domain analysis based on the two-dimensional discrete wavelet transform to objectively measure pilling intensity in sample images. We present a preliminary evaluation of the proposed method based on analysis of two series of standard pilling evaluation test images. The initial results suggest that the proposed method is feasible, and that the ability of the method to discriminate between levels of pilling intensity depends on the wavelet analysis scale being closely matched to the fabric interyarn pitch. We also present a heuristic method for optimal selection of an analysis wavelet and associated analysis scale.


Notes The final, definitive version of this article has been published in the Journal, Textile Research Journal, 73/8, 2003, © 2003 by SAGE Publications Ltd at the Textile Research Journal page: http://trj.sagepub.com/ on SAGE Journals Online: http://online.sagepub.com/
Language eng
Field of Research 091012 Textile Technology
Socio Economic Objective 970109 Expanding Knowledge in Engineering
HERDC Research category C1 Refereed article in a scholarly journal
ERA Research output type C Journal article
Copyright notice ©2003, SAGE Publications
Persistent URL http://hdl.handle.net/10536/DRO/DU:30001880

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Every reasonable effort has been made to ensure that permission has been obtained for items included in DRO. If you believe that your rights have been infringed by this repository, please contact drosupport@deakin.edu.au.