Objective rating method for fabric pilling combining multiscale features and attention mechanism

Jun Wu, Shengchao Bian, Kun Yu, Zhitao Xiao, Fang Zhang, Lei Geng, Yanbei Liu, Tiangong University, Key Laboratory of Textile Testing Digitalization in the Textile Industry, Tiangong University, Textile Fiber Inspection Center, Tianjin Product Quality Inspection Technology Research Institute, School of Electronics and Information Engineering

Textile Research Journal

Published online on August 21, 2025

Abstract

Textile Research Journal, Volume 96, Issue 15-16, Page 1670-1684, August 2026.
With the continuous improvement of processes by textile manufacturers, the requirements for pilling of fabric materials are also increasing. At present, in the textile industry, the rating method for fabric pilling is to compare the sample with the ...