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Objective pilling evaluation of wool fabrics

Zhang, Junmin, Wang, Xungai and Palmer, Stuart 2007, Objective pilling evaluation of wool fabrics, Textile research journal, vol. 77, no. 12, pp. 929-936.

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Title Objective pilling evaluation of wool fabrics
Author(s) Zhang, Junmin
Wang, Xungai
Palmer, Stuart
Journal name Textile research journal
Volume number 77
Issue number 12
Start page 929
End page 936
Publisher Sage
Place of publication Thousand Oaks, Calif.
Publication date 2007
ISSN 0040-5175
1746-7748
Keyword(s) pilling
wool fabrics
objective evaluation
complex wavelet transform
Summary An objective pilling evaluation method based on the multi-scale two-dimensional dual-tree complex wavelet transform and linear discriminant function of Bayes' Rule was developed. The surface fuzz and pills are identified from the high-frequency noise, fabric textures, fabric surface unevenness, and illuminative variation of a pilled fabric image by the two-dimensional dual-tree complex wavelet decomposition and reconstruction. The energies of the reconstructed subimages in six spatial orientations (±15º, ±45º, ±75º) are calculated as the elements of the pilling feature vector, whose dimension is reduced by principal component analysis. A linear discriminant function of Bayes' Rule was used as a classifier to establish classification rules among the five pilling grades. A new pilled sample with the same physical construction can then be automatically assigned to one of the five pilling grades by the classification rules. A general evaluation of the proposed method was conducted using the SM50 woven, non-woven, and SM54 knitted standard pilling test image sets. The results suggest that the new method can successfully establish classification rules among the five pilling grade groups for each of the three standard pilling test image sets and should be applicable to practical objective pilling evaluation.
Notes The final, definitive version of this article has been published in the Journal, Textile research journal, Vol 77, Issue Number 12, 2007, © SAGE Publications Ltd, 2007 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
HERDC Research category C1 Refereed article in a scholarly journal
Copyright notice ©2007, SAGE Publications
Persistent URL http://hdl.handle.net/10536/DRO/DU:30007412

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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.