Abstract
A new method is presented for scale invariant target recognition under non-uniform illumination and noisy conditions. Both overlapping additive noise and nonoverlapping background noise are considered. The method includes two steps. First, the input scene is preprocessed with estimated illumination function. Then an optimum correlation filter is designed based on modified Wiener filter(WF) model, which the reference term of WF’s transfer function is synthesized using the mean of training images . Simulation results verify the effectiveness of the proposed idea in terms of tolerance to scale distortion in presence of non-uniform illumination and noise.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
Vijaya Kumar, B.V.K., Mahalanobis, A., Juday, R.D.: Correlation pattern recognition. Cambridge University Press, New York (2005)
Diaz-Ramirez, V.H., Kober, V.: Target recognition under nonuniform illumination Conditions. Appl. Opt. 48, 1408–1418 (2009)
Arsenault, H.H., Lefebvre, D.: Homomorphic cameo filter for pattern recognition. Opt. Lett. 25, 1567–1569 (2000)
Garcia-Martinez, P., Tejera, M., Ferreira, C., Lefebvre, D., Arsenault, H.H.: Optical implementation of the weighted sliced orthogonal nonlinear generalized correlation for nonuniform illumination conditions. Appl. Opt. 41, 6867–6874 (2002)
Javidi, B., Wang, J.: Optimum filter for detecting a target in multiplicative noise and additive noise. J. Opt. Soc. Am. A11, 2604–2612 (1997)
Martinez-Diaz, S., Kober, V.: Nonlinear sysnthetic discriminant function filters for illumination- invariant pattern recognition. Optical Engineering 47(6), 067201-1–067201-9 (2008)
Zhao, Y., Bai, B.: Target recognition in non-uniform illuminated and noisy scene. In: Proceedings - 2010 IEEE International Conference on Intelligent Computing and Intelligent Systems. ICIS 2010, vol. 2(5658310), pp. 467–470 (2010)
Zheng, Q., Chellappa, R.: Estimation of illuminant direction, albedo, and shape from Shading. IEEE Trans. Pattern Anal. 13, 680–702 (1991)
Marom, E., Inbar, H.: New interpretations of Wiener filters for image Recognition. J. Opt. Soc. Am. A13, 1325–1330 (1996)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2012 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Zhao, Y., Bai, B. (2012). Scale Invariant Target Recognition in Non-uniform Illuminated and Noisy Scene. In: Jin, D., Lin, S. (eds) Advances in Electronic Engineering, Communication and Management Vol.1. Lecture Notes in Electrical Engineering, vol 139. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-27287-5_32
Download citation
DOI: https://doi.org/10.1007/978-3-642-27287-5_32
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-27286-8
Online ISBN: 978-3-642-27287-5
eBook Packages: EngineeringEngineering (R0)