CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 12707 > Article
Paper
8 June 2023 Research on fabric recognition method based on its properties
Xinmin Ma, Mingzhen Ren, Xu Wang
Author Affiliations +
Proceedings Volume 12707, International Conference on Image, Signal Processing, and Pattern Recognition (ISPP 2023); 1270736 (2023) https://doi.org/10.1117/12.2680945
Event: International Conference on Image, Signal Processing, and Pattern Recognition (ISPP 2023), 2023, Changsha, China
Abstract
With the improvement of the intelligence degree of textile and garment industry, with the help of advanced information technology, using computer image recognition method to realize automatic fabric recognition, can improve the recognition accuracy and production efficiency to a great extent. At present, the common fabric recognition algorithms do not combine the basic properties of fabric, only consider its image features, so the recognition accuracy is low. In this paper, on the basis of predecessors' research put forward a kind of fabric recognition method in combination with the fabric properties, with the commonly used 12 kinds of natural fiber fabrics as samples, geometric measurement of fabric image was established, the quantitative analysis of impact resilience and drape of fabrics attribute two factors, and the fabric properties of parametric modeling, get the fabric properties of geometric measurement. The image measurement data were normalized and constructed by polynomial regression. The convolu-tional neural network (CNN) is trained to extract features adaptively according to image features. The fabric recognition model is constructed to learn the parameters of two fabric attributes and realize automatic fabric recognition. It can effectively improve the accuracy and efficiency of cloth recognition and meet the needs of practical applications.
© (2023) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Xinmin Ma, Mingzhen Ren, and Xu Wang "Research on fabric recognition method based on its properties", Proc. SPIE 12707, International Conference on Image, Signal Processing, and Pattern Recognition (ISPP 2023), 1270736 (8 June 2023); https://doi.org/10.1117/12.2680945
ACCESS THE FULL ARTICLE
ORGANIZATIONAL
Sign in with credentials provided by your organization.
INSTITUTIONAL
Select your institution to access the SPIE Digital Library.
SELECT YOUR INSTITUTION
PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.
PERSONAL SIGN IN
No SPIE Account? Create one
PURCHASE THIS CONTENT
SUBSCRIBE TO DIGITAL LIBRARY
50 downloads per 1-year subscription
Members: $195
Non-members: $335 ADD TO CART
25 downloads per 1 - year subscription
Members: $145
Non-members: $250 ADD TO CART
PURCHASE SINGLE ARTICLE
Includes PDF, HTML & Video, when available
Members: $17.00
Non-members: $21.00 ADD TO CART
PROCEEDINGS
 6 PAGES
DOWNLOAD PAPER SAVE TO MY LIBRARY
GET CITATION
Advertisement
Advertisement
RIGHTS & PERMISSIONS
Get copyright permission  Get copyright permission on Copyright Marketplace
KEYWORDS
Materials properties
Data modeling
Image acquisition
Image processing
Feature extraction
Image analysis
Digital image processing
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top