Openly accessible

Objective grading of fabric pilling with wavelet texture analysis

Zhang, Junmin, Wang, Xungai and Palmer, Stuart 2007, Objective grading of fabric pilling with wavelet texture analysis, Textile research journal, vol. 77, no. 11, pp. 871-879.

Attached Files
Name Description MIMEType Size Downloads
wang-objectivegradingoffabric-2007.pdf Author post print application/pdf 1.03MB 405

Title Objective grading of fabric pilling with wavelet texture analysis
Author(s) Zhang, Junmin
Wang, Xungai
Palmer, Stuart
Journal name Textile research journal
Volume number 77
Issue number 11
Start page 871
End page 879
Publisher Sage
Place of publication Thousand Oaks, Calif.
Publication date 2007
ISSN 0040-5175
1746-7748
Keyword(s) pilling
objective evaluation
wavelet transform
texture analysis
Summary A new objective fabric pilling grading method based on wavelet texture analysis was developed. The new method created a complex texture feature vector based on the wavelet detail coefficients from all decomposition levels and horizontal, vertical and diagonal orientations, permitting a much richer and more complete representation of pilling texture in the image to be used as a basis for classification. Standard multi-factor classification techniques of principal components analysis and discriminant analysis were then used to classify the pilling samples into five pilling degrees. The preliminary investigation of the method was performed using standard pilling image sets of knitted, woven and non-woven fabrics. The results showed that this method could successfully evaluate the pilling intensity of knitted, woven and non-woven fabrics by selecting the suitable wavelet and associated analysis scale.
Notes The final, definitive version of this article has been published in the Journal, Textile research journal, Vol 77, Issue Number 11, 2007, © SAGE Publications Ltd 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:30007413

Connect to link resolver
 
Unless expressly stated otherwise, the copyright for items in DRO is owned by the author, with all rights reserved.

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.

Versions
Version Filter Type
Citation counts: TR Web of Science Citation Count  Cited 19 times in TR Web of Science
Scopus Citation Count Cited 18 times in Scopus
Google Scholar Search Google Scholar
Access Statistics: 595 Abstract Views, 405 File Downloads  -  Detailed Statistics
Created: Mon, 29 Sep 2008, 08:51:49 EST

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.