Abstract
Owing to the property of binary output it has a very important in identification of image processing in cellular neural networks (CNN). Warp and weft interlacing points of fabric image will be expressed as images of binary property in the paper. Adopting cellular neural network it makes a cellular element a warp interlacing point or a weft interlacing point, and calculates the relation of cellular element and neighbor cellular element, then it can identify the weave structure of fabric. It has made identification of weave structure on three original fabric weave contained plain weave, twill weave and satin weave, and obtained better result.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Ravandi, S.A.H, Toriumi, K., Matsumoto, Y.: Fourier Transform Analysis of Plain Weave Fabric Appearance. Waterman, T.F. (ed.) Textile Research Journal 65, 65–69 (1995)
Li, Y.M., Xu, B.J., Gao, W.D.: Studies on Automatic Recognition System of Fabrics Weave Parameters. Beijing Textile 23(2), 54–57 (2002)
He, F., Li, L.Q., Xu, J.M.: Woven Fabric Density Measure Based on Adaptive Wavelets Transform. Journal of Textile Research 28(2), 32–35 (2007)
Chua, L.O.: CNN: A Paradigm for Complexity. Scientific Series On Nonlinear Science (1998)
Chua, L.O., Yang, L.: Cellular Neural Networks: Theory. IEEE Transactions on Circuits and Systems 35(10), 1257–1272 (1988)
Cai, B.X.: Fabric Structure and Design. Textile Industry Publishing House, Beijing (1990)
Chua, L.: CNN: A Paradigm for Complexity. World Scientific, Singapore (1998)
Wang, W.L., Li, Z.G., Xiao, Z.T.: Study on Image Processing Based on Cellular Neural Network. Computer Science. 35(4A), 159–161 (2008)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2009 Springer-Verlag Berlin Heidelberg
About this chapter
Cite this chapter
Liu, S., Wan, Q., Zhang, H. (2009). Fabric Weave Identification Based on Cellular Neural Network. In: Wang, H., Shen, Y., Huang, T., Zeng, Z. (eds) The Sixth International Symposium on Neural Networks (ISNN 2009). Advances in Intelligent and Soft Computing, vol 56. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-01216-7_59
Download citation
DOI: https://doi.org/10.1007/978-3-642-01216-7_59
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-01215-0
Online ISBN: 978-3-642-01216-7
eBook Packages: EngineeringEngineering (R0)