Abstract
A method for texture image recognition using Synergetic Neural Network (SNN) [1] technique is presented. The method combines Immune Clonal Strategy (ICS) [2] with fuzzy clustering to train the prototype vectors in SNN, which is used to classify object images into groups. Simulation results show the proposed algorithm not only reduces complexity of computing but also improves the image recognition performance of SNN. Moreover, the discussion has been made of multi-class recognition using SNN in this paper.
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
Haken, H.: Synergetic Computers and Recognition-A Top-down Approach to Neural Nets. Springer, Berlin (1991)
Du, H.F., Jiao, L.C.: Clonal Operator and Antibody Clone Algorithms. In: Proceedings of the First International Conference on Machine Learning and Cybernetics, Beijing, pp. 506–510 (2002)
Yao, X., Liu, Y.: Evolving Neural Network Ensembles by Minimization of Mutual Information. International Journal of Hybrid Intelligent Systems 1, 1221 (2004)
Wang, H.L., Q, F.H.: Learning Algorithm of Synergetic Neural Network Based on Clustering Algorithm. Journal of Shanghai Jiaotong University 32, 39–41 (1998)
Liu, R.C., Du, H.F., Jiao, L.C.: Immunity Clonal Strategies. In: Proceedings of Fifth International Conference on Computational Intelligence and Multimedia Applications, Xi’an, pp. 290–295 (2003)
Bezdek, J.C., Hathaway, R.J.: Optimization of Fuzzy Clustering Criteria Using Genetic Algorithm. FUZZY-IEEE, 589–594 (1994)
Weston, J., Watkins, C.: Multi-class Support Vector Machines. Technical Report CSD-TR– 98–04, Royal olloway University of London (1998)
Francois, G.M., Ronald, R.C.: Brushlets: A Tool for Directional Image Analysis and Image Compression. Applied And Computational Harmonic Analysis 4, 147–187 (1997)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2005 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Gou, S., Jiao, L. (2005). Image Recognition Using Synergetic Neural Network. In: Wang, J., Liao, XF., Yi, Z. (eds) Advances in Neural Networks – ISNN 2005. ISNN 2005. Lecture Notes in Computer Science, vol 3497. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11427445_46
Download citation
DOI: https://doi.org/10.1007/11427445_46
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-25913-8
Online ISBN: 978-3-540-32067-8
eBook Packages: Computer ScienceComputer Science (R0)