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

被引:47
作者
Palmer, S [1 ]
Wang, XG [1 ]
机构
[1] Deakin Univ, Sch Engn & Technol, Geelong, Vic 3217, Australia
关键词
D O I
10.1177/004051750307300809
中图分类号
TB3 [工程材料学]; TS1 [纺织工业、染整工业];
学科分类号
0805 ; 080502 ; 0821 ;
摘要
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.
引用
收藏
页码:713 / 720
页数:8
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